Install Dependencies¶
In [ ]:
#!pip install -r requirements.txt
Import Dependencies¶
In [4]:
import torch
import torch.nn as nn
import torch.optim as optim
import numpy as np
import dill
In [5]:
from modules.trainer import Trainer
from modules.model import CustomAlexNet
from modules.dataset import CustomDataset
In [ ]:
!pip freeze > requirements.txt
Define Device¶
In [6]:
device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
if torch.cuda.is_available():
print(f"GPU Properties: {torch.cuda.get_device_properties(torch.cuda.current_device())}")
GPU Properties: _CudaDeviceProperties(name='NVIDIA GeForce GTX 1650', major=7, minor=5, total_memory=4095MB, multi_processor_count=16)
Dataset Creator¶
In [7]:
custom_dataset = CustomDataset(root_dir='dataset')
Training With Default Configuration¶
In [8]:
model = CustomAlexNet(num_classes=custom_dataset.num_classes, dropout_p=0.5, fc1_out=4096, fc2_out=4096, activation=nn.ReLU).to(device)
criterion = nn.CrossEntropyLoss()
optimizer = optim.Adam(model.parameters(), lr=0.001)
# Classifier Trainer
trainer = Trainer(model, custom_dataset.train_loader, custom_dataset.val_loader, criterion, optimizer, device,"default")
trainer.train(50)
trainer.best_val_loss
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00, 1.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.5434 | 0.3864 | 0.3240 | 0.3864 | 0.3261 | 0.0377 | 0.0325 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2678 | 0.4351 | 0.3195 | 0.4351 | 0.3233 | 0.1817 | 0.1257 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.1975 | 0.5633 | 0.4277 | 0.5633 | 0.4850 | 0.3199 | 0.2993 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.1557 | 0.5455 | 0.4130 | 0.5455 | 0.4527 | 0.3606 | 0.3071 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.0735 | 0.5893 | 0.4541 | 0.5893 | 0.5082 | 0.3700 | 0.3419 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1358 | 0.5519 | 0.3830 | 0.5519 | 0.4521 | 0.3425 | 0.3129 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.26batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.0973 | 0.5763 | 0.4358 | 0.5763 | 0.4960 | 0.3404 | 0.3196 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.0851 | 0.5779 | 0.4123 | 0.5779 | 0.4754 | 0.3972 | 0.3551 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0362 | 0.6169 | 0.4658 | 0.6169 | 0.5308 | 0.4092 | 0.3845 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0567 | 0.5649 | 0.4014 | 0.5649 | 0.4649 | 0.3727 | 0.3350 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0539 | 0.6120 | 0.4630 | 0.6120 | 0.5269 | 0.4014 | 0.3770 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.2067 | 0.5065 | 0.4603 | 0.5065 | 0.4226 | 0.3492 | 0.2506 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.1607 | 0.5763 | 0.4364 | 0.5763 | 0.4945 | 0.3417 | 0.3179 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.1166 | 0.5584 | 0.3890 | 0.5584 | 0.4581 | 0.3546 | 0.3238 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.45batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0268 | 0.6201 | 0.4681 | 0.6201 | 0.5333 | 0.4147 | 0.3893 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0310 | 0.5844 | 0.4105 | 0.5844 | 0.4806 | 0.4004 | 0.3640 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0065 | 0.6250 | 0.4744 | 0.6250 | 0.5384 | 0.4249 | 0.3982 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0577 | 0.5649 | 0.4050 | 0.5649 | 0.4660 | 0.3750 | 0.3353 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9997 | 0.6250 | 0.4720 | 0.6250 | 0.5378 | 0.4230 | 0.3975 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0489 | 0.5909 | 0.4110 | 0.5909 | 0.4847 | 0.4080 | 0.3730 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.40batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 1.0057 | 0.6201 | 0.4727 | 0.6201 | 0.5349 | 0.4178 | 0.3906 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0346 | 0.5909 | 0.4169 | 0.5909 | 0.4868 | 0.4121 | 0.3741 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.39batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9612 | 0.6331 | 0.4778 | 0.6331 | 0.5441 | 0.4373 | 0.4100 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0092 | 0.5974 | 0.4174 | 0.5974 | 0.4909 | 0.4200 | 0.3834 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 2.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9418 | 0.6299 | 0.4801 | 0.6299 | 0.5437 | 0.4336 | 0.4064 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 22.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0242 | 0.6039 | 0.4242 | 0.6039 | 0.4973 | 0.4319 | 0.3936 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8976 | 0.6510 | 0.4918 | 0.6510 | 0.5600 | 0.4675 | 0.4392 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0242 | 0.6104 | 0.4324 | 0.6104 | 0.5041 | 0.4449 | 0.4039 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.8161 | 0.6786 | 0.6790 | 0.6786 | 0.6160 | 0.5133 | 0.4909 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.0553 | 0.6104 | 0.6336 | 0.6104 | 0.5694 | 0.4522 | 0.4219 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.49batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.7799 | 0.6818 | 0.6548 | 0.6818 | 0.6442 | 0.5224 | 0.5076 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.2475 | 0.5909 | 0.5544 | 0.5909 | 0.5443 | 0.4132 | 0.3966 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.30batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.8619 | 0.6737 | 0.6449 | 0.6737 | 0.6507 | 0.5096 | 0.5048 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9904 | 0.6234 | 0.6235 | 0.6234 | 0.5852 | 0.4590 | 0.4483 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.26batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.7129 | 0.7159 | 0.6994 | 0.7159 | 0.6732 | 0.5743 | 0.5588 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0632 | 0.6169 | 0.6094 | 0.6169 | 0.6073 | 0.4542 | 0.4520 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.6978 | 0.7354 | 0.7232 | 0.7354 | 0.7244 | 0.6060 | 0.6031 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.1050 | 0.6169 | 0.6235 | 0.6169 | 0.6047 | 0.4535 | 0.4441 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.6596 | 0.7435 | 0.7391 | 0.7435 | 0.7401 | 0.6214 | 0.6208 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.1921 | 0.6169 | 0.5990 | 0.6169 | 0.5914 | 0.4476 | 0.4399 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.6271 | 0.7516 | 0.7400 | 0.7516 | 0.7416 | 0.6306 | 0.6283 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.0187 | 0.6299 | 0.6297 | 0.6299 | 0.6206 | 0.4747 | 0.4712 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.5504 | 0.7955 | 0.7886 | 0.7955 | 0.7892 | 0.6970 | 0.6953 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.1381 | 0.6299 | 0.6427 | 0.6299 | 0.6342 | 0.4837 | 0.4825 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.4998 | 0.7890 | 0.7881 | 0.7890 | 0.7880 | 0.6903 | 0.6899 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.3633 | 0.6234 | 0.5934 | 0.6234 | 0.5809 | 0.4556 | 0.4419 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.4667 | 0.8149 | 0.8112 | 0.8149 | 0.8103 | 0.7264 | 0.7248 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.3403 | 0.5974 | 0.5905 | 0.5974 | 0.5881 | 0.4286 | 0.4256 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3944 | 0.8490 | 0.8485 | 0.8490 | 0.8485 | 0.7795 | 0.7792 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.3448 | 0.6169 | 0.6236 | 0.6169 | 0.6172 | 0.4653 | 0.4639 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3787 | 0.8636 | 0.8625 | 0.8636 | 0.8613 | 0.7994 | 0.7984 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.3170 | 0.6558 | 0.6470 | 0.6558 | 0.6482 | 0.5134 | 0.5115 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2801 | 0.8994 | 0.8983 | 0.8994 | 0.8982 | 0.8522 | 0.8519 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.4010 | 0.6883 | 0.6728 | 0.6883 | 0.6787 | 0.5570 | 0.5558 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.3119 | 0.8766 | 0.8753 | 0.8766 | 0.8757 | 0.8189 | 0.8187 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.6522 | 0.6558 | 0.6529 | 0.6558 | 0.6342 | 0.5094 | 0.5005 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.55batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.3223 | 0.8977 | 0.8967 | 0.8977 | 0.8964 | 0.8497 | 0.8492 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.5760 | 0.6818 | 0.6707 | 0.6818 | 0.6669 | 0.5467 | 0.5421 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.2542 | 0.9107 | 0.9100 | 0.9107 | 0.9099 | 0.8689 | 0.8686 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.7008 | 0.6558 | 0.6697 | 0.6558 | 0.6471 | 0.5154 | 0.5037 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.2195 | 0.9334 | 0.9336 | 0.9334 | 0.9331 | 0.9025 | 0.9023 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.5991 | 0.6623 | 0.6592 | 0.6623 | 0.6494 | 0.5178 | 0.5123 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.2436 | 0.9269 | 0.9269 | 0.9269 | 0.9264 | 0.8928 | 0.8925 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.7779 | 0.6039 | 0.6140 | 0.6039 | 0.5968 | 0.4433 | 0.4341 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.55batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.3395 | 0.9010 | 0.9014 | 0.9010 | 0.9003 | 0.8544 | 0.8539 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.4377 | 0.6623 | 0.6748 | 0.6623 | 0.6586 | 0.5213 | 0.5177 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.3112 | 0.9026 | 0.9025 | 0.9026 | 0.9023 | 0.8576 | 0.8574 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.5986 | 0.6494 | 0.6642 | 0.6494 | 0.6411 | 0.5070 | 0.4961 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.2865 | 0.9026 | 0.9032 | 0.9026 | 0.9017 | 0.8571 | 0.8566 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.4642 | 0.6753 | 0.6539 | 0.6753 | 0.6613 | 0.5391 | 0.5371 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1850 | 0.9399 | 0.9407 | 0.9399 | 0.9383 | 0.9123 | 0.9112 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.6123 | 0.6494 | 0.6562 | 0.6494 | 0.6505 | 0.5088 | 0.5077 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1791 | 0.9351 | 0.9346 | 0.9351 | 0.9345 | 0.9048 | 0.9046 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 1.9419 | 0.6688 | 0.6773 | 0.6688 | 0.6678 | 0.5336 | 0.5298 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.1381 | 0.9545 | 0.9549 | 0.9545 | 0.9544 | 0.9335 | 0.9333 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.6823 | 0.6948 | 0.6933 | 0.6948 | 0.6880 | 0.5659 | 0.5623 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1567 | 0.9399 | 0.9401 | 0.9399 | 0.9397 | 0.9122 | 0.9121 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.5875 | 0.5974 | 0.6364 | 0.5974 | 0.5693 | 0.4359 | 0.4181 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.3730 | 0.9042 | 0.9034 | 0.9042 | 0.9037 | 0.8598 | 0.8597 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.5084 | 0.6688 | 0.6600 | 0.6688 | 0.6582 | 0.5275 | 0.5240 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.2662 | 0.9205 | 0.9202 | 0.9205 | 0.9194 | 0.8834 | 0.8829 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 1.3321 | 0.6623 | 0.6613 | 0.6623 | 0.6457 | 0.5179 | 0.5106 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.2010 | 0.9416 | 0.9419 | 0.9416 | 0.9415 | 0.9146 | 0.9145 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 1.7270 | 0.6688 | 0.6360 | 0.6688 | 0.6387 | 0.5261 | 0.5180 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1236 | 0.9464 | 0.9463 | 0.9464 | 0.9462 | 0.9217 | 0.9217 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.1102 | 0.6948 | 0.6931 | 0.6948 | 0.6724 | 0.5636 | 0.5545 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1388 | 0.9545 | 0.9550 | 0.9545 | 0.9545 | 0.9334 | 0.9333 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.2592 | 0.6883 | 0.6691 | 0.6883 | 0.6715 | 0.5550 | 0.5505 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1357 | 0.9513 | 0.9518 | 0.9513 | 0.9514 | 0.9291 | 0.9290 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.1179 | 0.6623 | 0.6475 | 0.6623 | 0.6403 | 0.5161 | 0.5085 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.1479 | 0.9448 | 0.9444 | 0.9448 | 0.9446 | 0.9192 | 0.9192 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.8017 | 0.6169 | 0.5780 | 0.6169 | 0.5766 | 0.4494 | 0.4402 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.55batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.2030 | 0.9367 | 0.9368 | 0.9367 | 0.9360 | 0.9072 | 0.9067 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.2902 | 0.5714 | 0.6017 | 0.5714 | 0.5698 | 0.4058 | 0.3957 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.2573 | 0.9221 | 0.9222 | 0.9221 | 0.9221 | 0.8862 | 0.8861 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 1.8953 | 0.5779 | 0.5719 | 0.5779 | 0.5711 | 0.3992 | 0.3970 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1763 | 0.9351 | 0.9364 | 0.9351 | 0.9350 | 0.9056 | 0.9049 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.3120 | 0.6818 | 0.6581 | 0.6818 | 0.6526 | 0.5443 | 0.5357 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.1679 | 0.9562 | 0.9566 | 0.9562 | 0.9562 | 0.9359 | 0.9359 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 1.9106 | 0.6753 | 0.6673 | 0.6753 | 0.6596 | 0.5352 | 0.5291 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9903798446059227
Out[8]:
0.9903798446059227
In [32]:
import random
global index
index = 0
def create_individual():
dropout_p = random.choice([0.2,0.4, 0.5, 0.7])
fc1_out = random.choice([512,1024, 2048, 4096])
fc2_out = random.choice([512,1024, 2048, 4096])
return (dropout_p, fc1_out, fc2_out)
def initialize_population(population_size):
return [create_individual() for _ in range(population_size)]
In [33]:
def selection(population, scores, k=3):
selected_indices = sorted(range(len(scores)), key=lambda i: scores[i])[:k]
return [population[i] for i in selected_indices]
In [34]:
def crossover(parent1, parent2):
crossover_point = random.randint(1, len(parent1) - 1)
child1 = parent1[:crossover_point] + parent2[crossover_point:]
child2 = parent2[:crossover_point] + parent1[crossover_point:]
return child1, child2
In [35]:
def mutate(individual, mutation_prob=0.1):
mutated_individual = list(individual)
for i in range(len(mutated_individual)):
if random.random() < mutation_prob:
if i == 0: # dropout_p için
mutated_individual[i] = random.choice([0.2,0.4, 0.5, 0.7])
elif i == 1: # fc1_out için
mutated_individual[i] = random.choice([512,1024, 2048, 4096])
elif i == 2: # fc2_out için
mutated_individual[i] = random.choice([512,1024, 2048, 4096])
return tuple(mutated_individual)
In [36]:
def evaluate_individual(individual,generation):
global index # Global değişkeni belirtelim
index += 1
dropout_p, fc1_out, fc2_out = individual
# Model oluşturma
model = CustomAlexNet(num_classes=custom_dataset.num_classes, dropout_p=dropout_p, fc1_out=fc1_out, fc2_out=fc2_out)
criterion = nn.CrossEntropyLoss()
optimizer = optim.Adam(model.parameters(), lr=0.001)
cfg="genetic_algo_"+str(generation)+"_"+str(index)
trainer = Trainer(model, custom_dataset.train_loader, custom_dataset.val_loader, criterion, optimizer, device,cfg)
trainer.train(50)
return trainer.best_val_loss # Burada doğruluk da döndürebilirsiniz
In [37]:
# Genetik algoritma parametreleri
population_size = 10
num_generations = 5
# Başlangıç popülasyonunu oluştur
population = initialize_population(population_size)
general_best_fitness=np.inf
general_best_individual=None
# Genetik algoritma ana döngüsü
for generation in range(num_generations):
# Uygunluk değerlerini hesapla
fitness_scores = [evaluate_individual(individual,generation) for individual in population]
# En iyi bireyi seç
best_individual_index = min(range(len(fitness_scores)), key=lambda i: fitness_scores[i])
best_individual = population[best_individual_index]
best_fitness = fitness_scores[best_individual_index]
print(f"Generation {generation}: Best individual - {best_individual}, Best fitness - {best_fitness}")
if(best_fitness<general_best_fitness):
general_best_fitness=best_fitness
general_best_individual=best_individual
# Yeni nesil oluştur
new_population = []
while len(new_population) < population_size:
parent1, parent2 = selection(population, fitness_scores, k=2)
child1, child2 = crossover(parent1, parent2)
child1 = mutate(child1)
child2 = mutate(child2)
new_population.extend([child1, child2])
population = new_population[:population_size]
print(f"Best individual - {general_best_individual}, Best fitness - {general_best_fitness}")
Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3506 | 0.3474 | 0.2972 | 0.3474 | 0.2624 | 0.0073 | 0.0055 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2655 | 0.5325 | 0.3888 | 0.5325 | 0.4410 | 0.3243 | 0.2862 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.1270 | 0.5714 | 0.4316 | 0.5714 | 0.4917 | 0.3313 | 0.3112 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2769 | 0.5000 | 0.4109 | 0.5000 | 0.4106 | 0.3125 | 0.2399 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1216 | 0.5731 | 0.4328 | 0.5731 | 0.4931 | 0.3343 | 0.3141 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.0842 | 0.5584 | 0.3906 | 0.5584 | 0.4570 | 0.3567 | 0.3215 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.0712 | 0.5909 | 0.4488 | 0.5909 | 0.5084 | 0.3664 | 0.3416 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.0480 | 0.5584 | 0.3947 | 0.5584 | 0.4597 | 0.3589 | 0.3247 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.30batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0604 | 0.5974 | 0.4524 | 0.5974 | 0.5144 | 0.3769 | 0.3537 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 14.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0550 | 0.5649 | 0.3917 | 0.5649 | 0.4615 | 0.3656 | 0.3320 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0414 | 0.6055 | 0.4588 | 0.6055 | 0.5212 | 0.3913 | 0.3669 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0860 | 0.5649 | 0.3940 | 0.5649 | 0.4611 | 0.3685 | 0.3314 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0458 | 0.6315 | 0.4774 | 0.6315 | 0.5436 | 0.4345 | 0.4082 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0488 | 0.5974 | 0.4195 | 0.5974 | 0.4915 | 0.4216 | 0.3838 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9740 | 0.6429 | 0.4852 | 0.6429 | 0.5530 | 0.4534 | 0.4260 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0406 | 0.5779 | 0.4269 | 0.5779 | 0.4799 | 0.4062 | 0.3559 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9557 | 0.6445 | 0.4865 | 0.6445 | 0.5545 | 0.4562 | 0.4288 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 0.9784 | 0.6039 | 0.4209 | 0.6039 | 0.4957 | 0.4305 | 0.3933 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9625 | 0.6558 | 0.6318 | 0.6558 | 0.5669 | 0.4760 | 0.4476 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0495 | 0.5714 | 0.3976 | 0.5714 | 0.4666 | 0.3782 | 0.3416 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.8858 | 0.6607 | 0.6338 | 0.6607 | 0.5751 | 0.4837 | 0.4557 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9243 | 0.6169 | 0.5171 | 0.6169 | 0.5516 | 0.4468 | 0.4266 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.49batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8191 | 0.6721 | 0.6340 | 0.6721 | 0.6059 | 0.5022 | 0.4809 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9140 | 0.6169 | 0.5833 | 0.6169 | 0.5463 | 0.4502 | 0.4226 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.7442 | 0.7273 | 0.7166 | 0.7273 | 0.7011 | 0.5908 | 0.5809 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0048 | 0.6234 | 0.5822 | 0.6234 | 0.5848 | 0.4571 | 0.4471 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.7188 | 0.7419 | 0.7326 | 0.7419 | 0.7300 | 0.6153 | 0.6119 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0523 | 0.6169 | 0.6272 | 0.6169 | 0.5923 | 0.4631 | 0.4461 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.6759 | 0.7532 | 0.7450 | 0.7532 | 0.7445 | 0.6333 | 0.6312 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9595 | 0.6104 | 0.6044 | 0.6104 | 0.5992 | 0.4453 | 0.4415 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6274 | 0.7776 | 0.7753 | 0.7776 | 0.7688 | 0.6702 | 0.6658 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.1161 | 0.6104 | 0.5779 | 0.6104 | 0.5753 | 0.4386 | 0.4302 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.5262 | 0.8214 | 0.8201 | 0.8214 | 0.8201 | 0.7384 | 0.7382 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.3847 | 0.6169 | 0.6033 | 0.6169 | 0.5989 | 0.4542 | 0.4500 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.4782 | 0.8198 | 0.8169 | 0.8198 | 0.8159 | 0.7338 | 0.7324 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.3947 | 0.5909 | 0.5885 | 0.5909 | 0.5483 | 0.4148 | 0.3959 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.5343 | 0.7841 | 0.7829 | 0.7841 | 0.7823 | 0.6827 | 0.6821 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.4134 | 0.5649 | 0.5415 | 0.5649 | 0.5356 | 0.3787 | 0.3680 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.4260 | 0.8393 | 0.8363 | 0.8393 | 0.8363 | 0.7632 | 0.7624 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.3381 | 0.6234 | 0.5834 | 0.6234 | 0.5876 | 0.4575 | 0.4493 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.3291 | 0.8799 | 0.8802 | 0.8799 | 0.8776 | 0.8236 | 0.8220 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.5764 | 0.6039 | 0.5738 | 0.6039 | 0.5776 | 0.4300 | 0.4244 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.3373 | 0.8685 | 0.8688 | 0.8685 | 0.8684 | 0.8079 | 0.8076 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.8025 | 0.6299 | 0.6183 | 0.6299 | 0.5917 | 0.4666 | 0.4534 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.2467 | 0.9123 | 0.9136 | 0.9123 | 0.9117 | 0.8716 | 0.8709 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.8052 | 0.5974 | 0.5811 | 0.5974 | 0.5821 | 0.4299 | 0.4249 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.2245 | 0.9205 | 0.9203 | 0.9205 | 0.9199 | 0.8835 | 0.8831 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.8025 | 0.6169 | 0.6131 | 0.6169 | 0.6119 | 0.4621 | 0.4602 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.1389 | 0.9545 | 0.9545 | 0.9545 | 0.9545 | 0.9335 | 0.9335 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 2.2118 | 0.5844 | 0.5607 | 0.5844 | 0.5646 | 0.4059 | 0.4011 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2161 | 0.9383 | 0.9387 | 0.9383 | 0.9384 | 0.9100 | 0.9099 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 2.3757 | 0.6364 | 0.6066 | 0.6364 | 0.6036 | 0.4826 | 0.4688 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.1871 | 0.9318 | 0.9315 | 0.9318 | 0.9316 | 0.9002 | 0.9002 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 2.1199 | 0.6104 | 0.5877 | 0.6104 | 0.5937 | 0.4452 | 0.4419 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.1512 | 0.9367 | 0.9365 | 0.9367 | 0.9362 | 0.9072 | 0.9070 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 2.9048 | 0.6234 | 0.6362 | 0.6234 | 0.6170 | 0.4733 | 0.4660 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.1871 | 0.9334 | 0.9334 | 0.9334 | 0.9332 | 0.9026 | 0.9024 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.2395 | 0.6169 | 0.6029 | 0.6169 | 0.5994 | 0.4521 | 0.4477 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1670 | 0.9399 | 0.9392 | 0.9399 | 0.9393 | 0.9120 | 0.9118 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.9448 | 0.5714 | 0.5794 | 0.5714 | 0.5747 | 0.4015 | 0.4011 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1086 | 0.9643 | 0.9652 | 0.9643 | 0.9642 | 0.9481 | 0.9477 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 3.0318 | 0.5779 | 0.5731 | 0.5779 | 0.5702 | 0.4013 | 0.3992 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.2205 | 0.9286 | 0.9293 | 0.9286 | 0.9287 | 0.8960 | 0.8958 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.7299 | 0.5519 | 0.5501 | 0.5519 | 0.5178 | 0.3714 | 0.3474 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.2840 | 0.9042 | 0.9048 | 0.9042 | 0.9040 | 0.8597 | 0.8594 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.3260 | 0.6364 | 0.6507 | 0.6364 | 0.6211 | 0.4897 | 0.4776 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1578 | 0.9432 | 0.9435 | 0.9432 | 0.9431 | 0.9172 | 0.9170 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.0949 | 0.6234 | 0.5833 | 0.6234 | 0.5892 | 0.4575 | 0.4487 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1251 | 0.9594 | 0.9595 | 0.9594 | 0.9594 | 0.9407 | 0.9407 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.6456 | 0.6039 | 0.5829 | 0.6039 | 0.5896 | 0.4344 | 0.4324 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1215 | 0.9692 | 0.9691 | 0.9692 | 0.9691 | 0.9549 | 0.9549 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.9065 | 0.6429 | 0.6273 | 0.6429 | 0.6146 | 0.4902 | 0.4777 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.0867 | 0.9692 | 0.9690 | 0.9692 | 0.9689 | 0.9549 | 0.9548 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 3.1698 | 0.6039 | 0.5841 | 0.6039 | 0.5836 | 0.4342 | 0.4284 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0542 | 0.9773 | 0.9773 | 0.9773 | 0.9773 | 0.9668 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 3.2836 | 0.5779 | 0.5490 | 0.5779 | 0.5589 | 0.3954 | 0.3931 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0498 | 0.9805 | 0.9807 | 0.9805 | 0.9805 | 0.9715 | 0.9715 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 3.3632 | 0.6169 | 0.5846 | 0.6169 | 0.5947 | 0.4514 | 0.4475 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0377 | 0.9870 | 0.9872 | 0.9870 | 0.9870 | 0.9811 | 0.9810 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 3.1952 | 0.6169 | 0.6160 | 0.6169 | 0.6163 | 0.4609 | 0.4608 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0169 | 0.9951 | 0.9951 | 0.9951 | 0.9951 | 0.9929 | 0.9929 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 3.6911 | 0.6364 | 0.6151 | 0.6364 | 0.6201 | 0.4809 | 0.4775 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0328 | 0.9919 | 0.9919 | 0.9919 | 0.9919 | 0.9881 | 0.9881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 4.0669 | 0.6299 | 0.6077 | 0.6299 | 0.6106 | 0.4714 | 0.4659 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0377 | 0.9886 | 0.9887 | 0.9886 | 0.9886 | 0.9834 | 0.9834 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.9252 | 0.6364 | 0.6167 | 0.6364 | 0.6208 | 0.4799 | 0.4768 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0489 | 0.9838 | 0.9844 | 0.9838 | 0.9838 | 0.9765 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.7140 | 0.6429 | 0.6161 | 0.6429 | 0.6227 | 0.4883 | 0.4842 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.36batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0461 | 0.9805 | 0.9809 | 0.9805 | 0.9803 | 0.9716 | 0.9714 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.7852 | 0.6039 | 0.5911 | 0.6039 | 0.5921 | 0.4330 | 0.4305 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.26batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0784 | 0.9756 | 0.9757 | 0.9756 | 0.9756 | 0.9644 | 0.9644 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 4.2492 | 0.6429 | 0.6367 | 0.6429 | 0.6292 | 0.4920 | 0.4866 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.46batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0563 | 0.9870 | 0.9872 | 0.9870 | 0.9869 | 0.9811 | 0.9809 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.6941 | 0.6039 | 0.5888 | 0.6039 | 0.5932 | 0.4361 | 0.4347 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0601 | 0.9886 | 0.9887 | 0.9886 | 0.9886 | 0.9834 | 0.9834 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 3.5225 | 0.5714 | 0.5414 | 0.5714 | 0.5543 | 0.3882 | 0.3868 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0482 | 0.9870 | 0.9872 | 0.9870 | 0.9870 | 0.9811 | 0.9811 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 3.8920 | 0.6039 | 0.5657 | 0.6039 | 0.5757 | 0.4327 | 0.4262 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0448 | 0.9919 | 0.9920 | 0.9919 | 0.9919 | 0.9882 | 0.9881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 3.7585 | 0.6234 | 0.6114 | 0.6234 | 0.6155 | 0.4646 | 0.4635 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9140313848853111 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3830 | 0.3977 | 0.3067 | 0.3977 | 0.3154 | 0.0318 | 0.0244 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2764 | 0.3701 | 0.2998 | 0.3701 | 0.2158 | 0.0711 | 0.0210 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 2 | Train | 1.2791 | 0.3523 | 0.2589 | 0.3523 | 0.2691 | -0.0420 | -0.0318 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3471 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2525 | 0.4919 | 0.3782 | 0.4919 | 0.4144 | 0.2043 | 0.1795 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.3390 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1491 | 0.5438 | 0.4343 | 0.5438 | 0.4677 | 0.3060 | 0.2707 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.5261 | 0.5260 | 0.3802 | 0.5260 | 0.4283 | 0.3149 | 0.2697 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.2186 | 0.5422 | 0.4426 | 0.5422 | 0.4735 | 0.2975 | 0.2724 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.2639 | 0.5779 | 0.4054 | 0.5779 | 0.4752 | 0.3888 | 0.3540 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.1653 | 0.5909 | 0.4462 | 0.5909 | 0.5084 | 0.3646 | 0.3424 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.1831 | 0.5325 | 0.3852 | 0.5325 | 0.4315 | 0.3299 | 0.2794 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0910 | 0.5958 | 0.4499 | 0.5958 | 0.5126 | 0.3732 | 0.3507 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0549 | 0.5714 | 0.3978 | 0.5714 | 0.4690 | 0.3755 | 0.3433 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0649 | 0.6039 | 0.4579 | 0.6039 | 0.5199 | 0.3888 | 0.3643 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.1717 | 0.4870 | 0.3529 | 0.4870 | 0.3831 | 0.2618 | 0.2079 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0400 | 0.6104 | 0.4615 | 0.6104 | 0.5248 | 0.3987 | 0.3733 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0106 | 0.5974 | 0.4235 | 0.5974 | 0.4932 | 0.4239 | 0.3842 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9925 | 0.6396 | 0.4852 | 0.6396 | 0.5513 | 0.4491 | 0.4214 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0084 | 0.6169 | 0.4312 | 0.6169 | 0.5071 | 0.4527 | 0.4133 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9601 | 0.6461 | 0.4900 | 0.6461 | 0.5568 | 0.4602 | 0.4319 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0134 | 0.5909 | 0.4173 | 0.5909 | 0.4879 | 0.4107 | 0.3739 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9228 | 0.6526 | 0.4992 | 0.6526 | 0.5640 | 0.4734 | 0.4431 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9738 | 0.5909 | 0.5859 | 0.5909 | 0.5086 | 0.4224 | 0.3777 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9049 | 0.6656 | 0.5540 | 0.6656 | 0.5824 | 0.4928 | 0.4660 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9754 | 0.6169 | 0.4963 | 0.6169 | 0.5265 | 0.4483 | 0.4183 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8954 | 0.6672 | 0.5598 | 0.6672 | 0.5989 | 0.4962 | 0.4753 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0279 | 0.5909 | 0.5232 | 0.5909 | 0.5163 | 0.4345 | 0.3821 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.8595 | 0.6818 | 0.6770 | 0.6818 | 0.6151 | 0.5208 | 0.4966 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9956 | 0.6364 | 0.5459 | 0.6364 | 0.5683 | 0.4805 | 0.4538 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.7679 | 0.7208 | 0.6995 | 0.7208 | 0.6831 | 0.5811 | 0.5681 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 0.9935 | 0.5909 | 0.5410 | 0.5909 | 0.5437 | 0.4098 | 0.3940 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.7135 | 0.7321 | 0.7084 | 0.7321 | 0.6974 | 0.5985 | 0.5866 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9955 | 0.6039 | 0.6365 | 0.6039 | 0.5796 | 0.4451 | 0.4199 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6971 | 0.7500 | 0.7374 | 0.7500 | 0.7353 | 0.6278 | 0.6229 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.1047 | 0.6169 | 0.6454 | 0.6169 | 0.5891 | 0.4672 | 0.4361 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.6313 | 0.7630 | 0.7486 | 0.7630 | 0.7435 | 0.6473 | 0.6400 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.0255 | 0.6104 | 0.6112 | 0.6104 | 0.5995 | 0.4466 | 0.4397 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.5400 | 0.7808 | 0.7690 | 0.7808 | 0.7724 | 0.6761 | 0.6744 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.0769 | 0.6299 | 0.6298 | 0.6299 | 0.6049 | 0.4752 | 0.4574 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.4569 | 0.8409 | 0.8390 | 0.8409 | 0.8323 | 0.7659 | 0.7617 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.2922 | 0.5779 | 0.6186 | 0.5779 | 0.5882 | 0.4237 | 0.4174 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.4153 | 0.8409 | 0.8365 | 0.8409 | 0.8369 | 0.7655 | 0.7643 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.4041 | 0.5390 | 0.5136 | 0.5390 | 0.5245 | 0.3437 | 0.3427 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.4674 | 0.8279 | 0.8268 | 0.8279 | 0.8272 | 0.7481 | 0.7481 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.3245 | 0.6039 | 0.6004 | 0.6039 | 0.6004 | 0.4403 | 0.4391 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.4065 | 0.8360 | 0.8367 | 0.8360 | 0.8292 | 0.7574 | 0.7539 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.3036 | 0.5325 | 0.5695 | 0.5325 | 0.5460 | 0.3607 | 0.3583 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3978 | 0.8506 | 0.8482 | 0.8506 | 0.8490 | 0.7809 | 0.7806 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.2754 | 0.5844 | 0.5586 | 0.5844 | 0.5689 | 0.4069 | 0.4053 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3453 | 0.8864 | 0.8846 | 0.8864 | 0.8851 | 0.8331 | 0.8329 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.5934 | 0.5519 | 0.5369 | 0.5519 | 0.5438 | 0.3654 | 0.3650 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.3106 | 0.8766 | 0.8765 | 0.8766 | 0.8732 | 0.8186 | 0.8165 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.4725 | 0.6169 | 0.6286 | 0.6169 | 0.6080 | 0.4634 | 0.4519 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2674 | 0.9058 | 0.9070 | 0.9058 | 0.9054 | 0.8620 | 0.8614 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.7279 | 0.5844 | 0.5963 | 0.5844 | 0.5892 | 0.4201 | 0.4196 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.2351 | 0.9221 | 0.9226 | 0.9221 | 0.9218 | 0.8857 | 0.8854 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.6103 | 0.6169 | 0.6136 | 0.6169 | 0.6133 | 0.4577 | 0.4564 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1846 | 0.9367 | 0.9368 | 0.9367 | 0.9367 | 0.9075 | 0.9075 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.0436 | 0.6169 | 0.6172 | 0.6169 | 0.6074 | 0.4574 | 0.4504 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.2610 | 0.9107 | 0.9104 | 0.9107 | 0.9099 | 0.8689 | 0.8685 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.2217 | 0.5779 | 0.5670 | 0.5779 | 0.5648 | 0.4022 | 0.3965 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.2668 | 0.9107 | 0.9131 | 0.9107 | 0.9106 | 0.8699 | 0.8690 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.1883 | 0.5844 | 0.5890 | 0.5844 | 0.5784 | 0.4093 | 0.4055 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1890 | 0.9334 | 0.9339 | 0.9334 | 0.9335 | 0.9028 | 0.9027 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.5031 | 0.5909 | 0.5676 | 0.5909 | 0.5690 | 0.4112 | 0.4065 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.2090 | 0.9269 | 0.9264 | 0.9269 | 0.9263 | 0.8929 | 0.8926 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.0629 | 0.6104 | 0.6035 | 0.6104 | 0.5983 | 0.4451 | 0.4397 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1573 | 0.9464 | 0.9464 | 0.9464 | 0.9460 | 0.9217 | 0.9213 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.9828 | 0.6299 | 0.6338 | 0.6299 | 0.6285 | 0.4783 | 0.4762 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1417 | 0.9562 | 0.9559 | 0.9562 | 0.9558 | 0.9359 | 0.9357 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.2234 | 0.5974 | 0.5986 | 0.5974 | 0.5916 | 0.4322 | 0.4274 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1141 | 0.9692 | 0.9694 | 0.9692 | 0.9690 | 0.9550 | 0.9548 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.6132 | 0.5909 | 0.6139 | 0.5909 | 0.5995 | 0.4325 | 0.4311 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0920 | 0.9740 | 0.9742 | 0.9740 | 0.9740 | 0.9620 | 0.9620 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.8209 | 0.5584 | 0.5645 | 0.5584 | 0.5528 | 0.3742 | 0.3698 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0922 | 0.9724 | 0.9724 | 0.9724 | 0.9722 | 0.9596 | 0.9596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.3996 | 0.5714 | 0.6151 | 0.5714 | 0.5878 | 0.4109 | 0.4083 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0656 | 0.9740 | 0.9741 | 0.9740 | 0.9740 | 0.9620 | 0.9620 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.5675 | 0.6169 | 0.6473 | 0.6169 | 0.6229 | 0.4686 | 0.4632 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0736 | 0.9838 | 0.9841 | 0.9838 | 0.9838 | 0.9764 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.8539 | 0.6104 | 0.5837 | 0.6104 | 0.5883 | 0.4479 | 0.4425 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0555 | 0.9789 | 0.9792 | 0.9789 | 0.9787 | 0.9692 | 0.9690 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 3.1725 | 0.5779 | 0.6046 | 0.5779 | 0.5848 | 0.4120 | 0.4084 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0776 | 0.9724 | 0.9726 | 0.9724 | 0.9723 | 0.9597 | 0.9596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.0697 | 0.5909 | 0.5857 | 0.5909 | 0.5821 | 0.4207 | 0.4160 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1308 | 0.9610 | 0.9615 | 0.9610 | 0.9611 | 0.9431 | 0.9430 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.4716 | 0.5779 | 0.5586 | 0.5779 | 0.5609 | 0.3996 | 0.3950 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1111 | 0.9659 | 0.9665 | 0.9659 | 0.9658 | 0.9502 | 0.9499 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.4328 | 0.6039 | 0.6149 | 0.6039 | 0.6027 | 0.4398 | 0.4365 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0671 | 0.9838 | 0.9841 | 0.9838 | 0.9839 | 0.9764 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.7676 | 0.5974 | 0.5844 | 0.5974 | 0.5846 | 0.4240 | 0.4197 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0416 | 0.9870 | 0.9873 | 0.9870 | 0.9870 | 0.9811 | 0.9810 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.7767 | 0.6039 | 0.6004 | 0.6039 | 0.6008 | 0.4389 | 0.4379 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0662 | 0.9886 | 0.9888 | 0.9886 | 0.9886 | 0.9834 | 0.9834 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 3.4203 | 0.5909 | 0.5811 | 0.5909 | 0.5745 | 0.4177 | 0.4134 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1414 | 0.9610 | 0.9611 | 0.9610 | 0.9609 | 0.9430 | 0.9429 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 3.1148 | 0.5584 | 0.5543 | 0.5584 | 0.5529 | 0.3817 | 0.3797 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.1725 | 0.9497 | 0.9499 | 0.9497 | 0.9498 | 0.9266 | 0.9266 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.9081 | 0.5779 | 0.5809 | 0.5779 | 0.5687 | 0.4025 | 0.3991 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9737897366285324 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.3742 | 0.3588 | 0.2496 | 0.3588 | 0.2397 | -0.0325 | -0.0184 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2708 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.1334 | 0.5666 | 0.4283 | 0.5666 | 0.4875 | 0.3239 | 0.3041 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.1069 | 0.5519 | 0.3881 | 0.5519 | 0.4534 | 0.3471 | 0.3146 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1392 | 0.5633 | 0.4302 | 0.5633 | 0.4850 | 0.3224 | 0.2999 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.0734 | 0.5844 | 0.4058 | 0.5844 | 0.4787 | 0.3972 | 0.3624 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.0661 | 0.5877 | 0.4463 | 0.5877 | 0.5051 | 0.3614 | 0.3362 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1882 | 0.5455 | 0.4095 | 0.5455 | 0.4517 | 0.3585 | 0.3070 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0691 | 0.6120 | 0.4621 | 0.6120 | 0.5266 | 0.4008 | 0.3766 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1539 | 0.5195 | 0.3985 | 0.5195 | 0.4289 | 0.3223 | 0.2681 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0626 | 0.5990 | 0.4531 | 0.5990 | 0.5155 | 0.3795 | 0.3562 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0552 | 0.5974 | 0.4158 | 0.5974 | 0.4903 | 0.4190 | 0.3831 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 0.9682 | 0.6266 | 0.4733 | 0.6266 | 0.5385 | 0.4266 | 0.3994 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0833 | 0.5649 | 0.4142 | 0.5649 | 0.4681 | 0.3820 | 0.3359 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0009 | 0.6331 | 0.4782 | 0.6331 | 0.5448 | 0.4369 | 0.4106 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0140 | 0.5974 | 0.4166 | 0.5974 | 0.4906 | 0.4196 | 0.3833 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0203 | 0.6380 | 0.4833 | 0.6380 | 0.5495 | 0.4462 | 0.4188 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0838 | 0.5714 | 0.3969 | 0.5714 | 0.4665 | 0.3776 | 0.3418 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9530 | 0.6445 | 0.4863 | 0.6445 | 0.5540 | 0.4565 | 0.4284 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 0.9928 | 0.5779 | 0.4091 | 0.5779 | 0.4766 | 0.3910 | 0.3544 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9641 | 0.6591 | 0.5004 | 0.6591 | 0.5681 | 0.4829 | 0.4528 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.1551 | 0.5714 | 0.4514 | 0.5714 | 0.4798 | 0.4174 | 0.3472 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9358 | 0.6396 | 0.4825 | 0.6396 | 0.5499 | 0.4480 | 0.4207 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9706 | 0.6039 | 0.5030 | 0.6039 | 0.5073 | 0.4312 | 0.3960 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8568 | 0.6705 | 0.6526 | 0.6705 | 0.6185 | 0.5009 | 0.4841 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0730 | 0.5844 | 0.4893 | 0.5844 | 0.5230 | 0.3969 | 0.3789 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8077 | 0.6867 | 0.6598 | 0.6867 | 0.6455 | 0.5284 | 0.5161 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9240 | 0.6234 | 0.6211 | 0.6234 | 0.5751 | 0.4561 | 0.4398 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7770 | 0.7208 | 0.7093 | 0.7208 | 0.6980 | 0.5813 | 0.5729 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.1381 | 0.6039 | 0.5362 | 0.6039 | 0.5354 | 0.4261 | 0.4064 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.8088 | 0.6997 | 0.6943 | 0.6997 | 0.6802 | 0.5492 | 0.5436 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0805 | 0.5519 | 0.5013 | 0.5519 | 0.4978 | 0.3454 | 0.3323 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.6868 | 0.7321 | 0.7173 | 0.7321 | 0.7113 | 0.5986 | 0.5917 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9430 | 0.6169 | 0.5885 | 0.6169 | 0.5922 | 0.4488 | 0.4431 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6140 | 0.7549 | 0.7454 | 0.7549 | 0.7477 | 0.6365 | 0.6351 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0916 | 0.6234 | 0.6400 | 0.6234 | 0.6059 | 0.4685 | 0.4620 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.5482 | 0.7955 | 0.8001 | 0.7955 | 0.7912 | 0.6974 | 0.6955 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.2856 | 0.5909 | 0.5776 | 0.5909 | 0.5728 | 0.4247 | 0.4186 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.5092 | 0.8052 | 0.8007 | 0.8052 | 0.8013 | 0.7122 | 0.7113 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.3834 | 0.6234 | 0.6171 | 0.6234 | 0.6195 | 0.4704 | 0.4700 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.4592 | 0.8117 | 0.8107 | 0.8117 | 0.8105 | 0.7232 | 0.7230 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.2465 | 0.6494 | 0.6422 | 0.6494 | 0.6387 | 0.5043 | 0.4994 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.3775 | 0.8669 | 0.8666 | 0.8669 | 0.8655 | 0.8046 | 0.8038 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.2756 | 0.6494 | 0.6478 | 0.6494 | 0.6476 | 0.5043 | 0.5039 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.2993 | 0.8912 | 0.8933 | 0.8912 | 0.8917 | 0.8412 | 0.8410 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.6096 | 0.6494 | 0.6421 | 0.6494 | 0.6326 | 0.4984 | 0.4917 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.5656 | 0.8344 | 0.8381 | 0.8344 | 0.8347 | 0.7572 | 0.7566 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.2296 | 0.6234 | 0.6127 | 0.6234 | 0.6003 | 0.4653 | 0.4536 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.4232 | 0.8377 | 0.8323 | 0.8377 | 0.8327 | 0.7606 | 0.7594 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.2652 | 0.6364 | 0.6439 | 0.6364 | 0.6153 | 0.4814 | 0.4740 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2803 | 0.9026 | 0.9016 | 0.9026 | 0.9019 | 0.8571 | 0.8570 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.6735 | 0.6234 | 0.6075 | 0.6234 | 0.6121 | 0.4639 | 0.4617 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2316 | 0.9123 | 0.9150 | 0.9123 | 0.9129 | 0.8728 | 0.8722 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.8338 | 0.6558 | 0.6419 | 0.6558 | 0.6452 | 0.5091 | 0.5070 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2016 | 0.9172 | 0.9167 | 0.9172 | 0.9163 | 0.8784 | 0.8780 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.9710 | 0.6169 | 0.5886 | 0.6169 | 0.5897 | 0.4491 | 0.4415 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.2400 | 0.9156 | 0.9154 | 0.9156 | 0.9150 | 0.8763 | 0.8761 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.9259 | 0.6299 | 0.6210 | 0.6299 | 0.6208 | 0.4748 | 0.4718 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1890 | 0.9188 | 0.9187 | 0.9188 | 0.9186 | 0.8812 | 0.8811 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.3174 | 0.6234 | 0.6161 | 0.6234 | 0.6069 | 0.4680 | 0.4589 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1665 | 0.9432 | 0.9436 | 0.9432 | 0.9431 | 0.9170 | 0.9169 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.5254 | 0.6104 | 0.6025 | 0.6104 | 0.5962 | 0.4447 | 0.4388 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1354 | 0.9513 | 0.9513 | 0.9513 | 0.9513 | 0.9288 | 0.9288 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.6125 | 0.6364 | 0.6172 | 0.6364 | 0.6142 | 0.4768 | 0.4703 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1319 | 0.9562 | 0.9564 | 0.9562 | 0.9562 | 0.9359 | 0.9359 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.8827 | 0.6299 | 0.6316 | 0.6299 | 0.6187 | 0.4733 | 0.4681 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.2740 | 0.9123 | 0.9123 | 0.9123 | 0.9117 | 0.8716 | 0.8711 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.75batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.9926 | 0.6169 | 0.6122 | 0.6169 | 0.6059 | 0.4544 | 0.4505 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.2784 | 0.8961 | 0.8965 | 0.8961 | 0.8962 | 0.8485 | 0.8484 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.0500 | 0.6299 | 0.6120 | 0.6299 | 0.6098 | 0.4681 | 0.4624 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.2774 | 0.9237 | 0.9233 | 0.9237 | 0.9235 | 0.8883 | 0.8883 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.4119 | 0.6104 | 0.6421 | 0.6104 | 0.5849 | 0.4466 | 0.4291 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.2500 | 0.9172 | 0.9169 | 0.9172 | 0.9168 | 0.8786 | 0.8785 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.1021 | 0.6494 | 0.6413 | 0.6494 | 0.6346 | 0.4989 | 0.4949 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.2067 | 0.9334 | 0.9334 | 0.9334 | 0.9332 | 0.9025 | 0.9024 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.6395 | 0.5649 | 0.5289 | 0.5649 | 0.5332 | 0.3745 | 0.3661 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.2501 | 0.9253 | 0.9251 | 0.9253 | 0.9249 | 0.8907 | 0.8905 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.8428 | 0.5844 | 0.5684 | 0.5844 | 0.5669 | 0.4073 | 0.4010 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1478 | 0.9432 | 0.9432 | 0.9432 | 0.9426 | 0.9167 | 0.9164 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.2478 | 0.6169 | 0.5922 | 0.6169 | 0.6003 | 0.4516 | 0.4491 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1050 | 0.9692 | 0.9691 | 0.9692 | 0.9691 | 0.9549 | 0.9549 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.6408 | 0.6364 | 0.6213 | 0.6364 | 0.6223 | 0.4819 | 0.4778 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1041 | 0.9740 | 0.9743 | 0.9740 | 0.9739 | 0.9621 | 0.9619 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.8476 | 0.6104 | 0.6045 | 0.6104 | 0.5978 | 0.4494 | 0.4423 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1059 | 0.9675 | 0.9678 | 0.9675 | 0.9676 | 0.9526 | 0.9526 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.4681 | 0.6558 | 0.6750 | 0.6558 | 0.6323 | 0.5080 | 0.4972 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0773 | 0.9708 | 0.9709 | 0.9708 | 0.9708 | 0.9573 | 0.9573 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.6441 | 0.6169 | 0.6026 | 0.6169 | 0.6027 | 0.4546 | 0.4502 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0894 | 0.9708 | 0.9709 | 0.9708 | 0.9705 | 0.9573 | 0.9571 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.5348 | 0.6104 | 0.6059 | 0.6104 | 0.6038 | 0.4490 | 0.4474 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0702 | 0.9773 | 0.9779 | 0.9773 | 0.9774 | 0.9670 | 0.9669 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.0941 | 0.6299 | 0.6148 | 0.6299 | 0.6059 | 0.4712 | 0.4606 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0905 | 0.9838 | 0.9837 | 0.9838 | 0.9837 | 0.9763 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.7894 | 0.6104 | 0.5840 | 0.6104 | 0.5895 | 0.4401 | 0.4358 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1007 | 0.9692 | 0.9692 | 0.9692 | 0.9691 | 0.9548 | 0.9548 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.7553 | 0.6169 | 0.5918 | 0.6169 | 0.5948 | 0.4530 | 0.4470 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0882 | 0.9773 | 0.9771 | 0.9773 | 0.9771 | 0.9668 | 0.9667 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.4611 | 0.6688 | 0.6515 | 0.6688 | 0.6522 | 0.5273 | 0.5233 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0451 | 0.9886 | 0.9887 | 0.9886 | 0.9886 | 0.9834 | 0.9834 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.7899 | 0.6104 | 0.5844 | 0.6104 | 0.5827 | 0.4400 | 0.4316 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9239895701408386 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 2.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.3643 | 0.3442 | 0.2852 | 0.3442 | 0.2682 | -0.0484 | -0.0366 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2745 | 0.3766 | 0.2612 | 0.3766 | 0.2292 | 0.0774 | 0.0318 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2445 | 0.3977 | 0.3292 | 0.3977 | 0.2523 | 0.0524 | 0.0197 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2564 | 0.3636 | 0.2154 | 0.3636 | 0.2037 | 0.0369 | 0.0109 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2103 | 0.4448 | 0.3571 | 0.4448 | 0.3480 | 0.1393 | 0.0997 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2538 | 0.3636 | 0.1994 | 0.3636 | 0.2044 | 0.0337 | 0.0111 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1656 | 0.5146 | 0.4113 | 0.5146 | 0.4305 | 0.2590 | 0.2149 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.3556 | 0.5325 | 0.4026 | 0.5325 | 0.4416 | 0.3373 | 0.2873 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1392 | 0.5844 | 0.4418 | 0.5844 | 0.5030 | 0.3541 | 0.3326 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1009 | 0.5584 | 0.3911 | 0.5584 | 0.4593 | 0.3551 | 0.3239 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0789 | 0.5909 | 0.4472 | 0.5909 | 0.5086 | 0.3657 | 0.3432 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0725 | 0.5714 | 0.4129 | 0.5714 | 0.4721 | 0.3887 | 0.3454 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0566 | 0.5974 | 0.4520 | 0.5974 | 0.5143 | 0.3765 | 0.3536 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.90batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0921 | 0.5584 | 0.4105 | 0.5584 | 0.4614 | 0.3740 | 0.3263 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0666 | 0.5844 | 0.4425 | 0.5844 | 0.5029 | 0.3552 | 0.3330 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0523 | 0.5714 | 0.4070 | 0.5714 | 0.4715 | 0.3827 | 0.3448 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0282 | 0.6039 | 0.4562 | 0.6039 | 0.5196 | 0.3873 | 0.3638 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0176 | 0.5714 | 0.4151 | 0.5714 | 0.4719 | 0.3916 | 0.3457 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 1.0128 | 0.6185 | 0.4702 | 0.6185 | 0.5326 | 0.4152 | 0.3880 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0566 | 0.5779 | 0.4045 | 0.5779 | 0.4721 | 0.3915 | 0.3512 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 1.0004 | 0.5974 | 0.4527 | 0.5974 | 0.5146 | 0.3770 | 0.3541 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0365 | 0.5909 | 0.4113 | 0.5909 | 0.4848 | 0.4084 | 0.3733 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9671 | 0.6234 | 0.4734 | 0.6234 | 0.5380 | 0.4206 | 0.3963 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0391 | 0.5779 | 0.4786 | 0.5779 | 0.4847 | 0.3867 | 0.3561 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9293 | 0.6282 | 0.5767 | 0.6282 | 0.5480 | 0.4285 | 0.4044 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0492 | 0.5714 | 0.5742 | 0.5714 | 0.4848 | 0.3971 | 0.3474 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.9328 | 0.6412 | 0.6197 | 0.6412 | 0.5658 | 0.4516 | 0.4282 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9892 | 0.5714 | 0.4475 | 0.5714 | 0.4852 | 0.3767 | 0.3503 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.8365 | 0.6575 | 0.6278 | 0.6575 | 0.6149 | 0.4796 | 0.4666 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9835 | 0.5844 | 0.6100 | 0.5844 | 0.5004 | 0.3958 | 0.3680 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.8316 | 0.6640 | 0.6583 | 0.6640 | 0.6225 | 0.4930 | 0.4757 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0041 | 0.5779 | 0.5730 | 0.5779 | 0.5416 | 0.3971 | 0.3758 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.7605 | 0.6981 | 0.6749 | 0.6981 | 0.6613 | 0.5453 | 0.5333 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9449 | 0.6169 | 0.5790 | 0.6169 | 0.5837 | 0.4494 | 0.4396 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.7150 | 0.6851 | 0.6598 | 0.6851 | 0.6604 | 0.5273 | 0.5209 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0560 | 0.6364 | 0.6155 | 0.6364 | 0.5963 | 0.4789 | 0.4623 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.6981 | 0.7273 | 0.7153 | 0.7273 | 0.7163 | 0.5936 | 0.5908 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.0951 | 0.6039 | 0.6001 | 0.6039 | 0.5857 | 0.4363 | 0.4266 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.6679 | 0.7386 | 0.7256 | 0.7386 | 0.7243 | 0.6100 | 0.6056 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 0.9372 | 0.6299 | 0.6357 | 0.6299 | 0.6227 | 0.4754 | 0.4698 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.29batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.6113 | 0.7906 | 0.7869 | 0.7906 | 0.7849 | 0.6899 | 0.6876 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.0801 | 0.6494 | 0.6271 | 0.6494 | 0.6295 | 0.4973 | 0.4923 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.5983 | 0.7922 | 0.7884 | 0.7922 | 0.7894 | 0.6938 | 0.6932 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.0997 | 0.6429 | 0.6328 | 0.6429 | 0.5956 | 0.4884 | 0.4670 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.5611 | 0.7971 | 0.7931 | 0.7971 | 0.7899 | 0.6987 | 0.6960 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.1561 | 0.6494 | 0.6653 | 0.6494 | 0.6467 | 0.5091 | 0.5016 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.5181 | 0.8101 | 0.8051 | 0.8101 | 0.8037 | 0.7187 | 0.7166 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.3199 | 0.6558 | 0.6542 | 0.6558 | 0.6440 | 0.5162 | 0.5095 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.4976 | 0.8068 | 0.8096 | 0.8068 | 0.8063 | 0.7169 | 0.7159 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.1942 | 0.6623 | 0.6461 | 0.6623 | 0.6452 | 0.5172 | 0.5122 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.4495 | 0.8182 | 0.8142 | 0.8182 | 0.8147 | 0.7325 | 0.7314 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.4441 | 0.6623 | 0.6941 | 0.6623 | 0.6495 | 0.5192 | 0.5126 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.4286 | 0.8247 | 0.8254 | 0.8247 | 0.8236 | 0.7447 | 0.7435 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.4730 | 0.6429 | 0.6687 | 0.6429 | 0.6353 | 0.5041 | 0.4962 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.4066 | 0.8523 | 0.8515 | 0.8523 | 0.8506 | 0.7835 | 0.7825 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.78batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.5004 | 0.6234 | 0.6531 | 0.6234 | 0.6249 | 0.4816 | 0.4749 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.3254 | 0.8815 | 0.8840 | 0.8815 | 0.8818 | 0.8271 | 0.8268 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.4846 | 0.6494 | 0.6331 | 0.6494 | 0.6342 | 0.5039 | 0.4993 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.4303 | 0.8474 | 0.8461 | 0.8474 | 0.8465 | 0.7761 | 0.7759 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.4629 | 0.6364 | 0.6317 | 0.6364 | 0.6174 | 0.4816 | 0.4733 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.2796 | 0.9058 | 0.9063 | 0.9058 | 0.9048 | 0.8616 | 0.8609 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.8523 | 0.6558 | 0.6564 | 0.6558 | 0.6482 | 0.5177 | 0.5120 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.2882 | 0.9107 | 0.9109 | 0.9107 | 0.9106 | 0.8691 | 0.8690 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.1778 | 0.6234 | 0.6232 | 0.6234 | 0.6015 | 0.4731 | 0.4552 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.3647 | 0.8782 | 0.8782 | 0.8782 | 0.8775 | 0.8211 | 0.8207 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.1284 | 0.6494 | 0.6407 | 0.6494 | 0.6255 | 0.5045 | 0.4933 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 2.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.3153 | 0.8977 | 0.8972 | 0.8977 | 0.8971 | 0.8501 | 0.8499 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 21.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.0277 | 0.6039 | 0.6058 | 0.6039 | 0.5770 | 0.4433 | 0.4216 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 2.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.3224 | 0.8977 | 0.8994 | 0.8977 | 0.8973 | 0.8507 | 0.8495 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.0704 | 0.6299 | 0.6256 | 0.6299 | 0.6120 | 0.4785 | 0.4672 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.2483 | 0.9075 | 0.9084 | 0.9075 | 0.9078 | 0.8650 | 0.8649 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.7787 | 0.6494 | 0.6557 | 0.6494 | 0.6418 | 0.5029 | 0.4990 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1839 | 0.9367 | 0.9368 | 0.9367 | 0.9359 | 0.9071 | 0.9067 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.0535 | 0.6494 | 0.6429 | 0.6494 | 0.6436 | 0.5021 | 0.5006 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 2.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.2251 | 0.9334 | 0.9346 | 0.9334 | 0.9338 | 0.9030 | 0.9028 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.1817 | 0.6753 | 0.6846 | 0.6753 | 0.6673 | 0.5458 | 0.5413 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.2932 | 0.9172 | 0.9170 | 0.9172 | 0.9170 | 0.8788 | 0.8787 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.3633 | 0.6558 | 0.6840 | 0.6558 | 0.6439 | 0.5100 | 0.4997 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.2131 | 0.9318 | 0.9319 | 0.9318 | 0.9312 | 0.8999 | 0.8995 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.0422 | 0.6883 | 0.6743 | 0.6883 | 0.6738 | 0.5596 | 0.5561 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.2064 | 0.9416 | 0.9411 | 0.9416 | 0.9411 | 0.9143 | 0.9141 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 3.4390 | 0.6883 | 0.6804 | 0.6883 | 0.6801 | 0.5577 | 0.5554 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1533 | 0.9481 | 0.9480 | 0.9481 | 0.9480 | 0.9240 | 0.9240 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.1899 | 0.6883 | 0.6802 | 0.6883 | 0.6814 | 0.5613 | 0.5592 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1451 | 0.9529 | 0.9527 | 0.9529 | 0.9526 | 0.9311 | 0.9310 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.7756 | 0.6623 | 0.6498 | 0.6623 | 0.6483 | 0.5209 | 0.5153 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1237 | 0.9594 | 0.9602 | 0.9594 | 0.9596 | 0.9408 | 0.9407 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.1187 | 0.6558 | 0.6456 | 0.6558 | 0.6385 | 0.5122 | 0.5039 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1721 | 0.9464 | 0.9461 | 0.9464 | 0.9462 | 0.9216 | 0.9216 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.6955 | 0.6494 | 0.6316 | 0.6494 | 0.6276 | 0.5011 | 0.4927 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0998 | 0.9627 | 0.9634 | 0.9627 | 0.9623 | 0.9454 | 0.9450 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.7540 | 0.6688 | 0.6497 | 0.6688 | 0.6445 | 0.5263 | 0.5198 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.39batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.1293 | 0.9545 | 0.9550 | 0.9545 | 0.9547 | 0.9338 | 0.9337 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.4689 | 0.6883 | 0.6772 | 0.6883 | 0.6719 | 0.5548 | 0.5498 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.2212 | 0.9318 | 0.9319 | 0.9318 | 0.9317 | 0.9002 | 0.9002 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.4503 | 0.6234 | 0.6105 | 0.6234 | 0.6116 | 0.4626 | 0.4600 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1973 | 0.9383 | 0.9381 | 0.9383 | 0.9381 | 0.9097 | 0.9096 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 3.0680 | 0.6818 | 0.6634 | 0.6818 | 0.6692 | 0.5470 | 0.5449 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.1367 | 0.9545 | 0.9545 | 0.9545 | 0.9543 | 0.9334 | 0.9333 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.1725 | 0.7013 | 0.6976 | 0.7013 | 0.6830 | 0.5777 | 0.5713 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9371564149856567 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.4753 | 0.3588 | 0.2990 | 0.3588 | 0.2712 | 0.0251 | 0.0190 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3258 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.46batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2301 | 0.4805 | 0.3720 | 0.4805 | 0.4092 | 0.1884 | 0.1690 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.1459 | 0.5649 | 0.4010 | 0.5649 | 0.4627 | 0.3732 | 0.3307 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.0897 | 0.5860 | 0.4424 | 0.5860 | 0.5040 | 0.3563 | 0.3345 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.0684 | 0.5519 | 0.3908 | 0.5519 | 0.4548 | 0.3479 | 0.3148 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.0668 | 0.6006 | 0.4558 | 0.6006 | 0.5172 | 0.3835 | 0.3592 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1304 | 0.5455 | 0.3869 | 0.5455 | 0.4424 | 0.3454 | 0.3001 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0771 | 0.5958 | 0.4498 | 0.5958 | 0.5126 | 0.3731 | 0.3506 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1669 | 0.5130 | 0.3908 | 0.5130 | 0.4218 | 0.3104 | 0.2582 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0771 | 0.6006 | 0.4558 | 0.6006 | 0.5170 | 0.3839 | 0.3593 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.1724 | 0.5390 | 0.4058 | 0.5390 | 0.4459 | 0.3490 | 0.2972 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0635 | 0.6071 | 0.4603 | 0.6071 | 0.5227 | 0.3943 | 0.3695 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0426 | 0.5714 | 0.3980 | 0.5714 | 0.4690 | 0.3758 | 0.3434 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0137 | 0.5942 | 0.4485 | 0.5942 | 0.5111 | 0.3701 | 0.3478 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0290 | 0.6039 | 0.4970 | 0.6039 | 0.5062 | 0.4298 | 0.3958 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9419 | 0.6201 | 0.5002 | 0.6201 | 0.5421 | 0.4161 | 0.3944 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0425 | 0.5844 | 0.5042 | 0.5844 | 0.5076 | 0.3951 | 0.3710 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9227 | 0.6282 | 0.5599 | 0.6282 | 0.5655 | 0.4306 | 0.4129 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 0.9908 | 0.6104 | 0.4266 | 0.6104 | 0.5014 | 0.4423 | 0.4034 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9063 | 0.6575 | 0.6650 | 0.6575 | 0.6016 | 0.4786 | 0.4607 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9836 | 0.6234 | 0.6120 | 0.6234 | 0.5920 | 0.4571 | 0.4482 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9071 | 0.6494 | 0.5950 | 0.6494 | 0.6050 | 0.4680 | 0.4562 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9622 | 0.6558 | 0.5379 | 0.6558 | 0.5826 | 0.5087 | 0.4858 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8569 | 0.6575 | 0.5659 | 0.6575 | 0.5871 | 0.4818 | 0.4571 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0377 | 0.5779 | 0.4903 | 0.5779 | 0.4959 | 0.3883 | 0.3579 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.7943 | 0.6867 | 0.6751 | 0.6867 | 0.6517 | 0.5265 | 0.5156 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.8949 | 0.6299 | 0.5469 | 0.6299 | 0.5783 | 0.4754 | 0.4565 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.45batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.8176 | 0.6656 | 0.6481 | 0.6656 | 0.6453 | 0.4969 | 0.4925 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.8679 | 0.6494 | 0.6420 | 0.6494 | 0.6442 | 0.5045 | 0.5034 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.7956 | 0.6802 | 0.6653 | 0.6802 | 0.6698 | 0.5238 | 0.5222 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 0.9736 | 0.5974 | 0.5541 | 0.5974 | 0.5530 | 0.4164 | 0.4048 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.7337 | 0.7208 | 0.7123 | 0.7208 | 0.7106 | 0.5836 | 0.5811 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9056 | 0.6558 | 0.6164 | 0.6558 | 0.6086 | 0.5058 | 0.4918 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6671 | 0.7419 | 0.7378 | 0.7419 | 0.7362 | 0.6177 | 0.6163 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0045 | 0.6234 | 0.5907 | 0.6234 | 0.5839 | 0.4558 | 0.4442 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.6999 | 0.7386 | 0.7309 | 0.7386 | 0.7320 | 0.6126 | 0.6108 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 0.9717 | 0.6429 | 0.6689 | 0.6429 | 0.6349 | 0.5028 | 0.4883 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.6105 | 0.7662 | 0.7650 | 0.7662 | 0.7633 | 0.6554 | 0.6544 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.1537 | 0.6234 | 0.5924 | 0.6234 | 0.5908 | 0.4576 | 0.4478 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.5083 | 0.8182 | 0.8184 | 0.8182 | 0.8168 | 0.7325 | 0.7319 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 0.9612 | 0.6818 | 0.6724 | 0.6818 | 0.6691 | 0.5463 | 0.5412 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.4377 | 0.8377 | 0.8316 | 0.8377 | 0.8316 | 0.7604 | 0.7585 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 18.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.1639 | 0.6494 | 0.6334 | 0.6494 | 0.6261 | 0.4999 | 0.4937 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.35batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.4006 | 0.8506 | 0.8481 | 0.8506 | 0.8484 | 0.7802 | 0.7796 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.1440 | 0.6429 | 0.6399 | 0.6429 | 0.6288 | 0.4890 | 0.4844 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.3651 | 0.8604 | 0.8584 | 0.8604 | 0.8557 | 0.7940 | 0.7919 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.0817 | 0.6818 | 0.6712 | 0.6818 | 0.6732 | 0.5475 | 0.5459 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.2873 | 0.8977 | 0.8988 | 0.8977 | 0.8982 | 0.8509 | 0.8508 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.4479 | 0.6429 | 0.6178 | 0.6429 | 0.6110 | 0.4864 | 0.4772 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2825 | 0.9091 | 0.9091 | 0.9091 | 0.9085 | 0.8670 | 0.8668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.3945 | 0.5974 | 0.6280 | 0.5974 | 0.5936 | 0.4400 | 0.4264 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2981 | 0.8799 | 0.8790 | 0.8799 | 0.8791 | 0.8237 | 0.8235 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.3616 | 0.6623 | 0.6507 | 0.6623 | 0.6545 | 0.5206 | 0.5193 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2664 | 0.9205 | 0.9215 | 0.9205 | 0.9202 | 0.8835 | 0.8830 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.6756 | 0.6364 | 0.6466 | 0.6364 | 0.6206 | 0.4916 | 0.4784 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.2944 | 0.8961 | 0.8958 | 0.8961 | 0.8949 | 0.8474 | 0.8467 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.6945 | 0.6234 | 0.6386 | 0.6234 | 0.6205 | 0.4701 | 0.4668 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.2034 | 0.9253 | 0.9254 | 0.9253 | 0.9243 | 0.8905 | 0.8899 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.2829 | 0.6753 | 0.6652 | 0.6753 | 0.6663 | 0.5393 | 0.5369 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1880 | 0.9448 | 0.9459 | 0.9448 | 0.9451 | 0.9199 | 0.9197 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.8790 | 0.6494 | 0.6051 | 0.6494 | 0.6208 | 0.4993 | 0.4945 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1416 | 0.9464 | 0.9461 | 0.9464 | 0.9462 | 0.9216 | 0.9215 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.7119 | 0.6688 | 0.6560 | 0.6688 | 0.6579 | 0.5285 | 0.5262 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1374 | 0.9562 | 0.9563 | 0.9562 | 0.9559 | 0.9359 | 0.9357 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.2369 | 0.6558 | 0.6489 | 0.6558 | 0.6437 | 0.5137 | 0.5077 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1339 | 0.9643 | 0.9648 | 0.9643 | 0.9642 | 0.9479 | 0.9477 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.9163 | 0.6299 | 0.6263 | 0.6299 | 0.6278 | 0.4791 | 0.4789 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1350 | 0.9594 | 0.9597 | 0.9594 | 0.9593 | 0.9407 | 0.9406 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.8045 | 0.7078 | 0.7046 | 0.7078 | 0.7049 | 0.5882 | 0.5875 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1157 | 0.9562 | 0.9566 | 0.9562 | 0.9562 | 0.9359 | 0.9358 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.8365 | 0.6948 | 0.6760 | 0.6948 | 0.6758 | 0.5643 | 0.5582 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.0896 | 0.9773 | 0.9772 | 0.9773 | 0.9772 | 0.9668 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.2279 | 0.6558 | 0.6427 | 0.6558 | 0.6463 | 0.5101 | 0.5085 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.1431 | 0.9594 | 0.9601 | 0.9594 | 0.9595 | 0.9408 | 0.9407 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.6330 | 0.6429 | 0.6404 | 0.6429 | 0.6314 | 0.4961 | 0.4902 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.2684 | 0.8994 | 0.8999 | 0.8994 | 0.8994 | 0.8528 | 0.8528 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.0397 | 0.6364 | 0.6250 | 0.6364 | 0.6183 | 0.4833 | 0.4769 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.2063 | 0.9302 | 0.9311 | 0.9302 | 0.9304 | 0.8983 | 0.8982 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.9298 | 0.6299 | 0.6091 | 0.6299 | 0.6045 | 0.4719 | 0.4616 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1532 | 0.9464 | 0.9476 | 0.9464 | 0.9464 | 0.9220 | 0.9217 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 1.6265 | 0.6299 | 0.5851 | 0.6299 | 0.5969 | 0.4679 | 0.4608 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1179 | 0.9627 | 0.9632 | 0.9627 | 0.9626 | 0.9455 | 0.9452 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 1.9312 | 0.6429 | 0.6168 | 0.6429 | 0.6230 | 0.4883 | 0.4842 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0795 | 0.9724 | 0.9725 | 0.9724 | 0.9722 | 0.9596 | 0.9595 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.1624 | 0.7013 | 0.6906 | 0.7013 | 0.6914 | 0.5750 | 0.5728 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0603 | 0.9838 | 0.9838 | 0.9838 | 0.9837 | 0.9763 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.6414 | 0.6494 | 0.6495 | 0.6494 | 0.6372 | 0.5107 | 0.5027 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0640 | 0.9805 | 0.9807 | 0.9805 | 0.9805 | 0.9716 | 0.9715 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.0730 | 0.6299 | 0.6084 | 0.6299 | 0.6015 | 0.4737 | 0.4613 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0959 | 0.9643 | 0.9642 | 0.9643 | 0.9642 | 0.9478 | 0.9478 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.3039 | 0.6558 | 0.6468 | 0.6558 | 0.6463 | 0.5126 | 0.5097 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0601 | 0.9838 | 0.9838 | 0.9838 | 0.9837 | 0.9764 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.5327 | 0.6429 | 0.6142 | 0.6429 | 0.6233 | 0.4902 | 0.4871 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0626 | 0.9789 | 0.9788 | 0.9789 | 0.9788 | 0.9691 | 0.9691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.4935 | 0.6753 | 0.6557 | 0.6753 | 0.6616 | 0.5378 | 0.5352 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0459 | 0.9838 | 0.9839 | 0.9838 | 0.9838 | 0.9763 | 0.9762 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.6087 | 0.6688 | 0.6601 | 0.6688 | 0.6623 | 0.5313 | 0.5303 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0824 | 0.9627 | 0.9627 | 0.9627 | 0.9626 | 0.9454 | 0.9454 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.5740 | 0.6299 | 0.6186 | 0.6299 | 0.6149 | 0.4714 | 0.4663 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.8679148554801941 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.4127 | 0.3523 | 0.2873 | 0.3523 | 0.2678 | -0.0135 | -0.0104 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3409 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 2 | Train | 1.2838 | 0.3360 | 0.2342 | 0.3360 | 0.2585 | -0.0935 | -0.0748 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2805 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 3 | Train | 1.2467 | 0.3782 | 0.2540 | 0.3782 | 0.2432 | -0.0234 | -0.0112 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2848 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.2019 | 0.4205 | 0.3213 | 0.4205 | 0.3618 | 0.0764 | 0.0710 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1928 | 0.4870 | 0.3314 | 0.4870 | 0.3859 | 0.2418 | 0.2101 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1192 | 0.5373 | 0.4071 | 0.5373 | 0.4629 | 0.2739 | 0.2572 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1976 | 0.4870 | 0.4043 | 0.4870 | 0.3999 | 0.2898 | 0.2203 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0447 | 0.5990 | 0.4554 | 0.5990 | 0.5162 | 0.3810 | 0.3566 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0521 | 0.5714 | 0.4174 | 0.5714 | 0.4759 | 0.3874 | 0.3453 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0063 | 0.6023 | 0.4571 | 0.6023 | 0.5190 | 0.3858 | 0.3617 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0494 | 0.5974 | 0.4220 | 0.5974 | 0.4926 | 0.4230 | 0.3840 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0466 | 0.5990 | 0.4995 | 0.5990 | 0.5318 | 0.3870 | 0.3656 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0727 | 0.4675 | 0.4123 | 0.4675 | 0.3863 | 0.2766 | 0.2448 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.30batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.1236 | 0.5552 | 0.4740 | 0.5552 | 0.4921 | 0.3308 | 0.3028 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.1144 | 0.5195 | 0.3595 | 0.5195 | 0.4179 | 0.2961 | 0.2605 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 1.0232 | 0.6266 | 0.4810 | 0.6266 | 0.5414 | 0.4309 | 0.4013 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0401 | 0.5649 | 0.3907 | 0.5649 | 0.4616 | 0.3645 | 0.3326 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 1.0250 | 0.6169 | 0.5220 | 0.6169 | 0.5343 | 0.4098 | 0.3856 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0012 | 0.5779 | 0.4021 | 0.5779 | 0.4742 | 0.3862 | 0.3531 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.36batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9387 | 0.6347 | 0.6026 | 0.6347 | 0.5526 | 0.4494 | 0.4155 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0148 | 0.5909 | 0.4125 | 0.5909 | 0.4857 | 0.4074 | 0.3738 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8657 | 0.6640 | 0.6621 | 0.6640 | 0.6035 | 0.4912 | 0.4683 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9577 | 0.5974 | 0.4695 | 0.5974 | 0.5129 | 0.4165 | 0.3938 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8243 | 0.6883 | 0.6736 | 0.6883 | 0.6528 | 0.5290 | 0.5169 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9419 | 0.5909 | 0.5420 | 0.5909 | 0.5545 | 0.4111 | 0.4028 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.8338 | 0.6867 | 0.6585 | 0.6867 | 0.6525 | 0.5284 | 0.5170 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9252 | 0.6299 | 0.5925 | 0.6299 | 0.5527 | 0.4720 | 0.4412 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.7565 | 0.7045 | 0.6952 | 0.7045 | 0.6798 | 0.5575 | 0.5466 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0530 | 0.5909 | 0.4529 | 0.5909 | 0.5006 | 0.4065 | 0.3806 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 2.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.7261 | 0.7273 | 0.7135 | 0.7273 | 0.7083 | 0.5915 | 0.5857 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0506 | 0.6494 | 0.5565 | 0.6494 | 0.5683 | 0.5112 | 0.4713 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.7530 | 0.7110 | 0.7069 | 0.7110 | 0.6913 | 0.5671 | 0.5588 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 0.9269 | 0.6234 | 0.5882 | 0.6234 | 0.5755 | 0.4576 | 0.4407 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.6817 | 0.7354 | 0.7357 | 0.7354 | 0.7235 | 0.6080 | 0.6001 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.0093 | 0.5714 | 0.5680 | 0.5714 | 0.5644 | 0.3944 | 0.3921 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.37batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.6263 | 0.7679 | 0.7623 | 0.7679 | 0.7595 | 0.6546 | 0.6517 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 0.9892 | 0.6104 | 0.5259 | 0.6104 | 0.5464 | 0.4355 | 0.4194 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.5695 | 0.7890 | 0.7872 | 0.7890 | 0.7791 | 0.6868 | 0.6824 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.1068 | 0.5714 | 0.5593 | 0.5714 | 0.5649 | 0.3948 | 0.3945 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.5087 | 0.8003 | 0.7956 | 0.8003 | 0.7958 | 0.7049 | 0.7037 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.1319 | 0.6039 | 0.5412 | 0.6039 | 0.5585 | 0.4276 | 0.4180 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.4523 | 0.8344 | 0.8365 | 0.8344 | 0.8271 | 0.7558 | 0.7511 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.1507 | 0.6104 | 0.5607 | 0.6104 | 0.5707 | 0.4377 | 0.4287 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.4061 | 0.8442 | 0.8425 | 0.8442 | 0.8389 | 0.7701 | 0.7677 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.4527 | 0.5844 | 0.5486 | 0.5844 | 0.5562 | 0.4022 | 0.3961 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3426 | 0.8766 | 0.8751 | 0.8766 | 0.8756 | 0.8191 | 0.8189 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.3471 | 0.6429 | 0.6269 | 0.6429 | 0.6269 | 0.4909 | 0.4875 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2846 | 0.8929 | 0.8953 | 0.8929 | 0.8907 | 0.8433 | 0.8416 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 2.0793 | 0.5844 | 0.5473 | 0.5844 | 0.5501 | 0.4075 | 0.3960 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.3217 | 0.8961 | 0.8953 | 0.8961 | 0.8950 | 0.8477 | 0.8472 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.4304 | 0.6299 | 0.5938 | 0.6299 | 0.6044 | 0.4690 | 0.4644 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2736 | 0.9042 | 0.9052 | 0.9042 | 0.9020 | 0.8596 | 0.8581 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.6409 | 0.6104 | 0.5800 | 0.6104 | 0.5855 | 0.4396 | 0.4339 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.2742 | 0.9140 | 0.9136 | 0.9140 | 0.9127 | 0.8738 | 0.8731 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.5636 | 0.6299 | 0.6347 | 0.6299 | 0.6232 | 0.4765 | 0.4732 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1878 | 0.9253 | 0.9249 | 0.9253 | 0.9241 | 0.8905 | 0.8899 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.0214 | 0.5909 | 0.5530 | 0.5909 | 0.5638 | 0.4108 | 0.4059 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.2180 | 0.9237 | 0.9232 | 0.9237 | 0.9233 | 0.8882 | 0.8881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.0368 | 0.5974 | 0.5620 | 0.5974 | 0.5660 | 0.4202 | 0.4129 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.2153 | 0.9253 | 0.9269 | 0.9253 | 0.9232 | 0.8909 | 0.8897 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.1013 | 0.5714 | 0.5200 | 0.5714 | 0.5324 | 0.3863 | 0.3749 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1634 | 0.9481 | 0.9487 | 0.9481 | 0.9479 | 0.9241 | 0.9239 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.8386 | 0.6364 | 0.6356 | 0.6364 | 0.6152 | 0.4818 | 0.4713 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1665 | 0.9432 | 0.9446 | 0.9432 | 0.9430 | 0.9172 | 0.9165 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.4861 | 0.5649 | 0.5291 | 0.5649 | 0.5408 | 0.3766 | 0.3721 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1194 | 0.9610 | 0.9610 | 0.9610 | 0.9607 | 0.9430 | 0.9428 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.9532 | 0.5909 | 0.5930 | 0.5909 | 0.5883 | 0.4235 | 0.4218 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.0907 | 0.9627 | 0.9629 | 0.9627 | 0.9620 | 0.9455 | 0.9450 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.8353 | 0.5844 | 0.5870 | 0.5844 | 0.5814 | 0.4199 | 0.4175 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.2020 | 0.9416 | 0.9422 | 0.9416 | 0.9417 | 0.9147 | 0.9146 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.1683 | 0.5974 | 0.5344 | 0.5974 | 0.5533 | 0.4185 | 0.4083 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.1508 | 0.9497 | 0.9497 | 0.9497 | 0.9495 | 0.9265 | 0.9264 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.3889 | 0.6169 | 0.6081 | 0.6169 | 0.6025 | 0.4579 | 0.4521 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0754 | 0.9740 | 0.9743 | 0.9740 | 0.9741 | 0.9622 | 0.9621 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 3.0592 | 0.5909 | 0.5748 | 0.5909 | 0.5638 | 0.4151 | 0.4024 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0728 | 0.9708 | 0.9711 | 0.9708 | 0.9708 | 0.9573 | 0.9572 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 3.3349 | 0.5779 | 0.5637 | 0.5779 | 0.5649 | 0.4002 | 0.3963 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1037 | 0.9708 | 0.9717 | 0.9708 | 0.9710 | 0.9576 | 0.9575 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 3.1342 | 0.5519 | 0.5187 | 0.5519 | 0.5264 | 0.3567 | 0.3509 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.49batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0871 | 0.9643 | 0.9647 | 0.9643 | 0.9639 | 0.9479 | 0.9475 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.7943 | 0.5390 | 0.5482 | 0.5390 | 0.5399 | 0.3535 | 0.3518 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.37batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1516 | 0.9513 | 0.9517 | 0.9513 | 0.9511 | 0.9288 | 0.9287 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.1893 | 0.5714 | 0.5521 | 0.5714 | 0.5501 | 0.3941 | 0.3863 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1199 | 0.9497 | 0.9496 | 0.9497 | 0.9496 | 0.9265 | 0.9264 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.6708 | 0.5909 | 0.5863 | 0.5909 | 0.5768 | 0.4190 | 0.4146 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0901 | 0.9659 | 0.9657 | 0.9659 | 0.9657 | 0.9501 | 0.9500 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.1156 | 0.5974 | 0.5508 | 0.5974 | 0.5634 | 0.4191 | 0.4119 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.1089 | 0.9675 | 0.9675 | 0.9675 | 0.9674 | 0.9525 | 0.9525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.9363 | 0.5779 | 0.5501 | 0.5779 | 0.5531 | 0.3982 | 0.3902 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0826 | 0.9805 | 0.9805 | 0.9805 | 0.9804 | 0.9715 | 0.9715 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.5036 | 0.6364 | 0.6131 | 0.6364 | 0.6193 | 0.4799 | 0.4768 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1115 | 0.9627 | 0.9628 | 0.9627 | 0.9627 | 0.9455 | 0.9454 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.7528 | 0.6039 | 0.5890 | 0.6039 | 0.5887 | 0.4364 | 0.4315 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1056 | 0.9627 | 0.9632 | 0.9627 | 0.9627 | 0.9456 | 0.9455 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.4805 | 0.5714 | 0.5642 | 0.5714 | 0.5620 | 0.3906 | 0.3886 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0416 | 0.9838 | 0.9838 | 0.9838 | 0.9837 | 0.9763 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 3.2509 | 0.5714 | 0.5469 | 0.5714 | 0.5513 | 0.3852 | 0.3805 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9251841083168983 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.8561 | 0.3864 | 0.3115 | 0.3864 | 0.2931 | 0.0351 | 0.0239 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3721 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.3413 | 0.3685 | 0.1358 | 0.3685 | 0.1985 | 0.0000 | 0.0000 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3398 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 3 | Train | 1.2828 | 0.3620 | 0.2748 | 0.3620 | 0.2899 | -0.0216 | -0.0175 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.3210 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.2514 | 0.3896 | 0.2775 | 0.3896 | 0.2672 | 0.0143 | 0.0082 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.3100 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.2158 | 0.4984 | 0.3969 | 0.4984 | 0.4207 | 0.2229 | 0.1891 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.2137 | 0.5519 | 0.3923 | 0.5519 | 0.4554 | 0.3488 | 0.3149 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.1483 | 0.5455 | 0.4149 | 0.5455 | 0.4698 | 0.2898 | 0.2708 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.1154 | 0.5649 | 0.3918 | 0.5649 | 0.4621 | 0.3649 | 0.3323 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.1006 | 0.5974 | 0.4518 | 0.5974 | 0.5137 | 0.3765 | 0.3524 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.1130 | 0.5260 | 0.3730 | 0.5260 | 0.4318 | 0.3074 | 0.2756 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0491 | 0.6104 | 0.4612 | 0.6104 | 0.5253 | 0.3984 | 0.3743 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0441 | 0.5779 | 0.4065 | 0.5779 | 0.4756 | 0.3895 | 0.3541 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0185 | 0.6201 | 0.4711 | 0.6201 | 0.5342 | 0.4172 | 0.3905 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0314 | 0.5909 | 0.4218 | 0.5909 | 0.4882 | 0.4158 | 0.3746 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9651 | 0.6445 | 0.4880 | 0.6445 | 0.5550 | 0.4573 | 0.4292 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0327 | 0.6039 | 0.4214 | 0.6039 | 0.4961 | 0.4305 | 0.3933 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 1.0101 | 0.6380 | 0.4836 | 0.6380 | 0.5497 | 0.4463 | 0.4188 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9988 | 0.6104 | 0.4257 | 0.6104 | 0.5012 | 0.4414 | 0.4032 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9946 | 0.6429 | 0.4853 | 0.6429 | 0.5531 | 0.4535 | 0.4261 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0201 | 0.6104 | 0.4327 | 0.6104 | 0.5039 | 0.4458 | 0.4040 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9342 | 0.6526 | 0.4933 | 0.6526 | 0.5617 | 0.4706 | 0.4421 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9596 | 0.6104 | 0.4262 | 0.6104 | 0.5016 | 0.4414 | 0.4032 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.9033 | 0.6656 | 0.5027 | 0.6656 | 0.5727 | 0.4925 | 0.4628 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9406 | 0.6169 | 0.4383 | 0.6169 | 0.5094 | 0.4577 | 0.4141 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.9159 | 0.6461 | 0.4899 | 0.6461 | 0.5571 | 0.4593 | 0.4323 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.0284 | 0.5844 | 0.5545 | 0.5844 | 0.4888 | 0.3968 | 0.3644 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.8714 | 0.6769 | 0.5883 | 0.6769 | 0.5976 | 0.5109 | 0.4848 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 0.9168 | 0.6104 | 0.5031 | 0.6104 | 0.5359 | 0.4396 | 0.4140 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.8656 | 0.6834 | 0.7012 | 0.6834 | 0.6170 | 0.5206 | 0.4992 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9466 | 0.6169 | 0.5363 | 0.6169 | 0.5275 | 0.4542 | 0.4173 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.8026 | 0.7094 | 0.7236 | 0.7094 | 0.6510 | 0.5626 | 0.5440 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 0.9121 | 0.6299 | 0.5629 | 0.6299 | 0.5779 | 0.4880 | 0.4554 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.55batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.8930 | 0.6834 | 0.6852 | 0.6834 | 0.6328 | 0.5224 | 0.5044 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.0634 | 0.5584 | 0.4880 | 0.5584 | 0.4707 | 0.3609 | 0.3248 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.8941 | 0.6769 | 0.6336 | 0.6769 | 0.6303 | 0.5101 | 0.4969 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 0.9378 | 0.5974 | 0.4256 | 0.5974 | 0.4948 | 0.4229 | 0.3853 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.7933 | 0.6899 | 0.6316 | 0.6899 | 0.6281 | 0.5315 | 0.5124 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.0376 | 0.5974 | 0.4841 | 0.5974 | 0.5129 | 0.4161 | 0.3909 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.7834 | 0.7013 | 0.6805 | 0.7013 | 0.6624 | 0.5494 | 0.5374 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.0004 | 0.6104 | 0.5592 | 0.6104 | 0.5246 | 0.4390 | 0.4091 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.7207 | 0.7386 | 0.7301 | 0.7386 | 0.7046 | 0.6109 | 0.5962 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 0.9297 | 0.6169 | 0.6412 | 0.6169 | 0.5883 | 0.4598 | 0.4485 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.6806 | 0.7435 | 0.7168 | 0.7435 | 0.7190 | 0.6161 | 0.6101 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 0.8777 | 0.6364 | 0.6164 | 0.6364 | 0.6020 | 0.4801 | 0.4683 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.6460 | 0.7419 | 0.7175 | 0.7419 | 0.7169 | 0.6138 | 0.6066 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 0.9584 | 0.6234 | 0.5981 | 0.6234 | 0.5912 | 0.4569 | 0.4470 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.5913 | 0.7646 | 0.7439 | 0.7646 | 0.7439 | 0.6498 | 0.6437 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.1096 | 0.6169 | 0.5170 | 0.6169 | 0.5586 | 0.4480 | 0.4337 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.5916 | 0.7711 | 0.7614 | 0.7711 | 0.7499 | 0.6603 | 0.6520 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 0.9579 | 0.6688 | 0.6506 | 0.6688 | 0.6451 | 0.5251 | 0.5177 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.5526 | 0.7906 | 0.7794 | 0.7906 | 0.7787 | 0.6897 | 0.6860 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 0.9899 | 0.6429 | 0.6258 | 0.6429 | 0.6169 | 0.4912 | 0.4790 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.5733 | 0.7744 | 0.7663 | 0.7744 | 0.7643 | 0.6657 | 0.6628 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.2829 | 0.5844 | 0.5345 | 0.5844 | 0.5441 | 0.4080 | 0.3970 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.5558 | 0.7922 | 0.7889 | 0.7922 | 0.7846 | 0.6926 | 0.6900 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 0.9925 | 0.6364 | 0.6216 | 0.6364 | 0.6207 | 0.4810 | 0.4774 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.4654 | 0.8263 | 0.8237 | 0.8263 | 0.8247 | 0.7451 | 0.7449 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.2610 | 0.6234 | 0.5992 | 0.6234 | 0.5830 | 0.4561 | 0.4424 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.45batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.4505 | 0.8247 | 0.8165 | 0.8247 | 0.8159 | 0.7410 | 0.7381 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.2581 | 0.6169 | 0.5981 | 0.6169 | 0.5985 | 0.4577 | 0.4522 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.4618 | 0.8393 | 0.8372 | 0.8393 | 0.8355 | 0.7630 | 0.7616 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.2417 | 0.6234 | 0.5905 | 0.6234 | 0.5952 | 0.4592 | 0.4520 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.3443 | 0.8718 | 0.8694 | 0.8718 | 0.8693 | 0.8111 | 0.8104 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.4438 | 0.6234 | 0.6099 | 0.6234 | 0.6043 | 0.4660 | 0.4586 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.4247 | 0.8360 | 0.8339 | 0.8360 | 0.8326 | 0.7590 | 0.7573 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.2024 | 0.6429 | 0.6768 | 0.6429 | 0.6525 | 0.5152 | 0.5103 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.3978 | 0.8620 | 0.8612 | 0.8620 | 0.8604 | 0.7976 | 0.7967 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.3131 | 0.6169 | 0.6063 | 0.6169 | 0.6108 | 0.4574 | 0.4570 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.4055 | 0.8653 | 0.8627 | 0.8653 | 0.8631 | 0.8018 | 0.8012 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 1.3040 | 0.6429 | 0.6345 | 0.6429 | 0.6302 | 0.4929 | 0.4887 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.3253 | 0.8864 | 0.8846 | 0.8864 | 0.8852 | 0.8332 | 0.8330 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.6203 | 0.6169 | 0.6142 | 0.6169 | 0.6051 | 0.4657 | 0.4601 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.3030 | 0.8912 | 0.8916 | 0.8912 | 0.8904 | 0.8410 | 0.8406 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.9261 | 0.5779 | 0.5496 | 0.5779 | 0.5542 | 0.3957 | 0.3910 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.2531 | 0.9172 | 0.9176 | 0.9172 | 0.9172 | 0.8791 | 0.8789 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.9622 | 0.6364 | 0.6277 | 0.6364 | 0.6132 | 0.4792 | 0.4692 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.2660 | 0.8961 | 0.8951 | 0.8961 | 0.8948 | 0.8478 | 0.8472 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 1.8395 | 0.6494 | 0.6434 | 0.6494 | 0.6402 | 0.5042 | 0.5014 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.2127 | 0.9205 | 0.9206 | 0.9205 | 0.9200 | 0.8837 | 0.8833 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 1.8282 | 0.6104 | 0.5739 | 0.6104 | 0.5817 | 0.4401 | 0.4331 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.46batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.2497 | 0.9042 | 0.9060 | 0.9042 | 0.9048 | 0.8603 | 0.8601 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.5477 | 0.5714 | 0.5361 | 0.5714 | 0.5328 | 0.3907 | 0.3768 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.2711 | 0.8961 | 0.8942 | 0.8961 | 0.8948 | 0.8475 | 0.8473 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 1.5134 | 0.6623 | 0.6747 | 0.6623 | 0.6629 | 0.5280 | 0.5248 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.2466 | 0.9107 | 0.9107 | 0.9107 | 0.9106 | 0.8694 | 0.8694 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 1.3431 | 0.6753 | 0.6777 | 0.6753 | 0.6696 | 0.5407 | 0.5356 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.2303 | 0.9058 | 0.9081 | 0.9058 | 0.9047 | 0.8626 | 0.8618 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 1.5439 | 0.6234 | 0.6079 | 0.6234 | 0.6138 | 0.4642 | 0.4631 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.2195 | 0.9237 | 0.9245 | 0.9237 | 0.9240 | 0.8888 | 0.8888 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 1.7258 | 0.6299 | 0.6339 | 0.6299 | 0.6263 | 0.4765 | 0.4725 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1874 | 0.9383 | 0.9380 | 0.9383 | 0.9371 | 0.9097 | 0.9091 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 1.4308 | 0.6494 | 0.6423 | 0.6494 | 0.6414 | 0.5023 | 0.4992 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1431 | 0.9464 | 0.9461 | 0.9464 | 0.9462 | 0.9217 | 0.9216 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 1.8068 | 0.6429 | 0.6582 | 0.6429 | 0.6414 | 0.5014 | 0.4979 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.2099 | 0.9529 | 0.9532 | 0.9529 | 0.9527 | 0.9313 | 0.9311 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 1.9424 | 0.6104 | 0.6028 | 0.6104 | 0.6059 | 0.4490 | 0.4486 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.8777271434664726 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3281 | 0.3831 | 0.2949 | 0.3831 | 0.3271 | 0.0139 | 0.0126 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2900 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2477 | 0.4010 | 0.3915 | 0.4010 | 0.2600 | 0.0689 | 0.0249 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2845 | 0.4481 | 0.3594 | 0.4481 | 0.3418 | 0.2171 | 0.1454 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1903 | 0.5455 | 0.4114 | 0.5455 | 0.4683 | 0.2872 | 0.2688 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.0825 | 0.5779 | 0.4013 | 0.5779 | 0.4732 | 0.3865 | 0.3524 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.0852 | 0.5893 | 0.4450 | 0.5893 | 0.5071 | 0.3620 | 0.3402 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.0722 | 0.5714 | 0.4039 | 0.5714 | 0.4704 | 0.3809 | 0.3446 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.49batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0772 | 0.5812 | 0.4390 | 0.5812 | 0.5001 | 0.3482 | 0.3272 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0475 | 0.5584 | 0.3934 | 0.5584 | 0.4597 | 0.3574 | 0.3244 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0500 | 0.6023 | 0.4569 | 0.6023 | 0.5186 | 0.3861 | 0.3617 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0549 | 0.5649 | 0.3963 | 0.5649 | 0.4645 | 0.3670 | 0.3341 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0255 | 0.6088 | 0.4594 | 0.6088 | 0.5236 | 0.3951 | 0.3713 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0710 | 0.5390 | 0.4095 | 0.5390 | 0.4469 | 0.3511 | 0.2973 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0287 | 0.6055 | 0.4609 | 0.6055 | 0.5217 | 0.3929 | 0.3672 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0955 | 0.5390 | 0.4058 | 0.5390 | 0.4459 | 0.3490 | 0.2972 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0094 | 0.6185 | 0.4731 | 0.6185 | 0.5329 | 0.4178 | 0.3884 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0353 | 0.5649 | 0.3938 | 0.5649 | 0.4636 | 0.3655 | 0.3337 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9642 | 0.6185 | 0.4673 | 0.6185 | 0.5323 | 0.4121 | 0.3872 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0870 | 0.5455 | 0.4006 | 0.5455 | 0.4505 | 0.3513 | 0.3064 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9409 | 0.6088 | 0.5274 | 0.6088 | 0.5319 | 0.3973 | 0.3746 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0584 | 0.5844 | 0.5545 | 0.5844 | 0.4886 | 0.3973 | 0.3646 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9169 | 0.6412 | 0.6181 | 0.6412 | 0.5813 | 0.4514 | 0.4322 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0824 | 0.5519 | 0.4032 | 0.5519 | 0.4620 | 0.3493 | 0.3203 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8507 | 0.6558 | 0.6329 | 0.6558 | 0.6148 | 0.4770 | 0.4638 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0468 | 0.5584 | 0.5080 | 0.5584 | 0.5175 | 0.3584 | 0.3487 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.49batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8401 | 0.6672 | 0.6421 | 0.6672 | 0.6262 | 0.4947 | 0.4816 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0732 | 0.5325 | 0.4734 | 0.5325 | 0.4925 | 0.3222 | 0.3154 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7854 | 0.6786 | 0.6613 | 0.6786 | 0.6491 | 0.5152 | 0.5052 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9977 | 0.5974 | 0.5981 | 0.5974 | 0.5588 | 0.4177 | 0.4022 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.7040 | 0.7094 | 0.6913 | 0.7094 | 0.6901 | 0.5643 | 0.5585 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.1281 | 0.5974 | 0.5787 | 0.5974 | 0.5492 | 0.4157 | 0.3998 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.7085 | 0.7208 | 0.7109 | 0.7208 | 0.7089 | 0.5837 | 0.5801 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0506 | 0.6104 | 0.5808 | 0.6104 | 0.5696 | 0.4359 | 0.4230 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6081 | 0.7549 | 0.7476 | 0.7549 | 0.7460 | 0.6351 | 0.6323 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0898 | 0.6039 | 0.5867 | 0.6039 | 0.5751 | 0.4367 | 0.4235 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.5507 | 0.7808 | 0.7736 | 0.7808 | 0.7701 | 0.6754 | 0.6705 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.1222 | 0.5844 | 0.5987 | 0.5844 | 0.5900 | 0.4186 | 0.4177 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.5262 | 0.7857 | 0.7835 | 0.7857 | 0.7839 | 0.6852 | 0.6847 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.1696 | 0.5974 | 0.6107 | 0.5974 | 0.5892 | 0.4344 | 0.4287 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.4828 | 0.8019 | 0.7944 | 0.8019 | 0.7963 | 0.7074 | 0.7062 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.4410 | 0.6169 | 0.6257 | 0.6169 | 0.6164 | 0.4614 | 0.4580 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.4409 | 0.8442 | 0.8395 | 0.8442 | 0.8401 | 0.7705 | 0.7694 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.3117 | 0.6169 | 0.6253 | 0.6169 | 0.6157 | 0.4640 | 0.4616 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.3911 | 0.8636 | 0.8632 | 0.8636 | 0.8634 | 0.8006 | 0.8005 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.5375 | 0.5974 | 0.6024 | 0.5974 | 0.5812 | 0.4246 | 0.4178 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.3589 | 0.8669 | 0.8695 | 0.8669 | 0.8660 | 0.8041 | 0.8033 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.3173 | 0.5974 | 0.6317 | 0.5974 | 0.5996 | 0.4417 | 0.4333 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3101 | 0.8977 | 0.8992 | 0.8977 | 0.8980 | 0.8504 | 0.8502 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.9707 | 0.6039 | 0.6045 | 0.6039 | 0.5895 | 0.4338 | 0.4275 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3216 | 0.8912 | 0.8908 | 0.8912 | 0.8905 | 0.8401 | 0.8398 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 2.3218 | 0.6234 | 0.6212 | 0.6234 | 0.6160 | 0.4688 | 0.4644 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.5779 | 0.8198 | 0.8188 | 0.8198 | 0.8186 | 0.7348 | 0.7344 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.3965 | 0.5714 | 0.6629 | 0.5714 | 0.5895 | 0.4284 | 0.4137 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.4095 | 0.8734 | 0.8742 | 0.8734 | 0.8730 | 0.8141 | 0.8137 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.5159 | 0.6234 | 0.6256 | 0.6234 | 0.6231 | 0.4689 | 0.4683 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.2365 | 0.9123 | 0.9121 | 0.9123 | 0.9119 | 0.8718 | 0.8715 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.78batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.2800 | 0.6169 | 0.6173 | 0.6169 | 0.6116 | 0.4570 | 0.4539 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1986 | 0.9221 | 0.9219 | 0.9221 | 0.9218 | 0.8858 | 0.8857 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.1858 | 0.6234 | 0.5898 | 0.6234 | 0.6021 | 0.4687 | 0.4654 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1430 | 0.9448 | 0.9455 | 0.9448 | 0.9447 | 0.9195 | 0.9191 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.7797 | 0.6234 | 0.6597 | 0.6234 | 0.6303 | 0.4780 | 0.4722 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.2739 | 0.9237 | 0.9234 | 0.9237 | 0.9232 | 0.8881 | 0.8879 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.8165 | 0.6234 | 0.6248 | 0.6234 | 0.6092 | 0.4647 | 0.4584 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.3105 | 0.9091 | 0.9077 | 0.9091 | 0.9080 | 0.8668 | 0.8666 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.9547 | 0.5909 | 0.6218 | 0.5909 | 0.5888 | 0.4263 | 0.4212 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.2125 | 0.9318 | 0.9327 | 0.9318 | 0.9311 | 0.8999 | 0.8993 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.0459 | 0.6429 | 0.6340 | 0.6429 | 0.6333 | 0.4914 | 0.4893 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1301 | 0.9594 | 0.9604 | 0.9594 | 0.9597 | 0.9409 | 0.9408 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.6137 | 0.6299 | 0.6297 | 0.6299 | 0.6278 | 0.4774 | 0.4766 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.0767 | 0.9708 | 0.9709 | 0.9708 | 0.9707 | 0.9572 | 0.9572 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 3.2488 | 0.6169 | 0.6135 | 0.6169 | 0.6110 | 0.4570 | 0.4553 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.0787 | 0.9708 | 0.9711 | 0.9708 | 0.9709 | 0.9574 | 0.9574 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 4.2877 | 0.6364 | 0.6131 | 0.6364 | 0.6194 | 0.4792 | 0.4761 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0541 | 0.9821 | 0.9822 | 0.9821 | 0.9820 | 0.9739 | 0.9738 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 3.8893 | 0.5844 | 0.6032 | 0.5844 | 0.5874 | 0.4156 | 0.4130 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0589 | 0.9773 | 0.9771 | 0.9773 | 0.9771 | 0.9668 | 0.9667 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 5.0795 | 0.6299 | 0.6193 | 0.6299 | 0.6160 | 0.4709 | 0.4655 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.2898 | 0.9286 | 0.9298 | 0.9286 | 0.9289 | 0.8957 | 0.8956 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 3.2325 | 0.5974 | 0.6480 | 0.5974 | 0.5971 | 0.4534 | 0.4410 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.4670 | 0.8636 | 0.8615 | 0.8636 | 0.8615 | 0.7994 | 0.7988 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.2379 | 0.5844 | 0.6343 | 0.5844 | 0.5890 | 0.4226 | 0.4130 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.2931 | 0.9042 | 0.9036 | 0.9042 | 0.9037 | 0.8597 | 0.8596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.1870 | 0.6104 | 0.5776 | 0.6104 | 0.5879 | 0.4405 | 0.4368 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1330 | 0.9578 | 0.9575 | 0.9578 | 0.9575 | 0.9384 | 0.9383 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.6265 | 0.6039 | 0.6429 | 0.6039 | 0.6146 | 0.4500 | 0.4457 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1423 | 0.9416 | 0.9422 | 0.9416 | 0.9415 | 0.9144 | 0.9142 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.6217 | 0.6169 | 0.6116 | 0.6169 | 0.6125 | 0.4604 | 0.4593 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0968 | 0.9659 | 0.9669 | 0.9659 | 0.9661 | 0.9506 | 0.9504 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.0975 | 0.6299 | 0.6199 | 0.6299 | 0.6126 | 0.4712 | 0.4647 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0568 | 0.9838 | 0.9839 | 0.9838 | 0.9838 | 0.9763 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.7400 | 0.6234 | 0.6076 | 0.6234 | 0.6137 | 0.4646 | 0.4634 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0306 | 0.9870 | 0.9871 | 0.9870 | 0.9870 | 0.9811 | 0.9810 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 4.2786 | 0.6234 | 0.6059 | 0.6234 | 0.6070 | 0.4610 | 0.4569 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0244 | 0.9935 | 0.9935 | 0.9935 | 0.9935 | 0.9905 | 0.9905 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 5.5473 | 0.6234 | 0.6292 | 0.6234 | 0.6120 | 0.4659 | 0.4587 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0786 | 0.9838 | 0.9840 | 0.9838 | 0.9838 | 0.9763 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 4.1766 | 0.5844 | 0.5796 | 0.5844 | 0.5605 | 0.4171 | 0.4009 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.1075 | 0.9659 | 0.9660 | 0.9659 | 0.9659 | 0.9501 | 0.9501 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 4.7118 | 0.5779 | 0.6040 | 0.5779 | 0.5785 | 0.4086 | 0.4004 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9977208912372589 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.4480 | 0.4075 | 0.3299 | 0.4075 | 0.3224 | 0.0622 | 0.0476 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3096 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2203 | 0.3864 | 0.1493 | 0.3864 | 0.2154 | 0.0000 | 0.0000 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2245 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2040 | 0.4984 | 0.3984 | 0.4984 | 0.4145 | 0.2299 | 0.1884 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1782 | 0.5649 | 0.3982 | 0.5649 | 0.4659 | 0.3670 | 0.3341 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1345 | 0.5942 | 0.4557 | 0.5942 | 0.5132 | 0.3750 | 0.3492 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1983 | 0.5649 | 0.4482 | 0.5649 | 0.4756 | 0.4055 | 0.3373 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0898 | 0.6039 | 0.4566 | 0.6039 | 0.5199 | 0.3872 | 0.3638 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1230 | 0.5779 | 0.4450 | 0.5779 | 0.4829 | 0.4212 | 0.3567 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.1215 | 0.5877 | 0.4435 | 0.5877 | 0.5055 | 0.3590 | 0.3374 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0938 | 0.5649 | 0.4071 | 0.5649 | 0.4667 | 0.3762 | 0.3354 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0696 | 0.6218 | 0.4695 | 0.6218 | 0.5349 | 0.4176 | 0.3924 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.1417 | 0.5779 | 0.4213 | 0.5779 | 0.4782 | 0.4029 | 0.3556 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0177 | 0.6266 | 0.4731 | 0.6266 | 0.5389 | 0.4259 | 0.3997 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0435 | 0.6039 | 0.4330 | 0.6039 | 0.4996 | 0.4390 | 0.3946 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9937 | 0.6315 | 0.4765 | 0.6315 | 0.5431 | 0.4340 | 0.4077 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 0.9967 | 0.5974 | 0.4164 | 0.5974 | 0.4906 | 0.4193 | 0.3832 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9633 | 0.6412 | 0.4842 | 0.6412 | 0.5514 | 0.4510 | 0.4231 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 0.9798 | 0.6039 | 0.4214 | 0.6039 | 0.4961 | 0.4305 | 0.3933 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9391 | 0.6591 | 0.4988 | 0.6591 | 0.5675 | 0.4820 | 0.4526 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9731 | 0.5974 | 0.4315 | 0.5974 | 0.4957 | 0.4292 | 0.3848 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9118 | 0.6429 | 0.4851 | 0.6429 | 0.5528 | 0.4535 | 0.4259 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0018 | 0.6104 | 0.4521 | 0.6104 | 0.5098 | 0.4590 | 0.4052 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9049 | 0.6705 | 0.5834 | 0.6705 | 0.5835 | 0.5033 | 0.4724 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9698 | 0.5974 | 0.4938 | 0.5974 | 0.4992 | 0.4188 | 0.3844 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8542 | 0.6786 | 0.5915 | 0.6786 | 0.6012 | 0.5142 | 0.4877 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9781 | 0.5909 | 0.4561 | 0.5909 | 0.4959 | 0.4088 | 0.3764 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.8287 | 0.6802 | 0.7087 | 0.6802 | 0.6160 | 0.5160 | 0.4938 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.0130 | 0.5974 | 0.5117 | 0.5974 | 0.5241 | 0.4303 | 0.3932 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.8534 | 0.6705 | 0.6449 | 0.6705 | 0.6190 | 0.5015 | 0.4847 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0312 | 0.5649 | 0.4779 | 0.5649 | 0.4820 | 0.3869 | 0.3402 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.8497 | 0.6721 | 0.6468 | 0.6721 | 0.6210 | 0.5051 | 0.4859 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9532 | 0.6429 | 0.5950 | 0.6429 | 0.5946 | 0.4885 | 0.4719 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.7735 | 0.7289 | 0.7176 | 0.7289 | 0.7042 | 0.5932 | 0.5841 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 0.9482 | 0.5844 | 0.5051 | 0.5844 | 0.5356 | 0.4002 | 0.3876 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.7060 | 0.7305 | 0.7219 | 0.7305 | 0.6932 | 0.5967 | 0.5837 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.0151 | 0.5779 | 0.5404 | 0.5779 | 0.5467 | 0.3916 | 0.3860 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.6519 | 0.7321 | 0.7183 | 0.7321 | 0.7141 | 0.5994 | 0.5939 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.0165 | 0.5974 | 0.5327 | 0.5974 | 0.5548 | 0.4183 | 0.4110 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.6069 | 0.7662 | 0.7567 | 0.7662 | 0.7387 | 0.6518 | 0.6408 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.0544 | 0.5909 | 0.5589 | 0.5909 | 0.5640 | 0.4120 | 0.4057 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.6436 | 0.7646 | 0.7570 | 0.7646 | 0.7538 | 0.6505 | 0.6462 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.0518 | 0.6104 | 0.6093 | 0.6104 | 0.6074 | 0.4487 | 0.4478 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.5579 | 0.7808 | 0.7686 | 0.7808 | 0.7669 | 0.6740 | 0.6697 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.0884 | 0.6104 | 0.5541 | 0.6104 | 0.5619 | 0.4370 | 0.4235 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.5494 | 0.7955 | 0.7867 | 0.7955 | 0.7838 | 0.6966 | 0.6927 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.1588 | 0.5974 | 0.5403 | 0.5974 | 0.5590 | 0.4188 | 0.4116 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.4263 | 0.8295 | 0.8254 | 0.8295 | 0.8230 | 0.7477 | 0.7452 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.3653 | 0.5974 | 0.5720 | 0.5974 | 0.5773 | 0.4231 | 0.4184 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3927 | 0.8523 | 0.8501 | 0.8523 | 0.8497 | 0.7821 | 0.7813 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.5877 | 0.6104 | 0.5810 | 0.6104 | 0.5887 | 0.4403 | 0.4364 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.4115 | 0.8409 | 0.8410 | 0.8409 | 0.8372 | 0.7653 | 0.7632 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.3974 | 0.5909 | 0.5781 | 0.5909 | 0.5807 | 0.4183 | 0.4167 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.3673 | 0.8734 | 0.8738 | 0.8734 | 0.8705 | 0.8137 | 0.8118 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.4759 | 0.6039 | 0.5911 | 0.6039 | 0.5956 | 0.4393 | 0.4381 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.3169 | 0.8864 | 0.8898 | 0.8864 | 0.8876 | 0.8352 | 0.8349 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.5275 | 0.6429 | 0.6254 | 0.6429 | 0.6176 | 0.4871 | 0.4783 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.3439 | 0.8799 | 0.8793 | 0.8799 | 0.8778 | 0.8233 | 0.8223 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.7613 | 0.5714 | 0.5593 | 0.5714 | 0.5527 | 0.3979 | 0.3895 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.2927 | 0.8847 | 0.8851 | 0.8847 | 0.8841 | 0.8309 | 0.8306 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.0707 | 0.5714 | 0.5282 | 0.5714 | 0.5351 | 0.3840 | 0.3754 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.3893 | 0.8604 | 0.8604 | 0.8604 | 0.8597 | 0.7955 | 0.7949 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.3856 | 0.6169 | 0.5977 | 0.6169 | 0.6042 | 0.4555 | 0.4535 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.2902 | 0.8994 | 0.8997 | 0.8994 | 0.8991 | 0.8534 | 0.8530 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.6547 | 0.6104 | 0.5715 | 0.6104 | 0.5786 | 0.4386 | 0.4320 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.45batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.2247 | 0.9156 | 0.9175 | 0.9156 | 0.9138 | 0.8762 | 0.8747 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.7590 | 0.6104 | 0.5897 | 0.6104 | 0.5900 | 0.4399 | 0.4355 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1875 | 0.9432 | 0.9434 | 0.9432 | 0.9431 | 0.9171 | 0.9170 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.1681 | 0.6104 | 0.5838 | 0.6104 | 0.5904 | 0.4414 | 0.4378 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.2179 | 0.9140 | 0.9147 | 0.9140 | 0.9138 | 0.8741 | 0.8738 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.1766 | 0.6364 | 0.6187 | 0.6364 | 0.6174 | 0.4822 | 0.4760 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1365 | 0.9513 | 0.9515 | 0.9513 | 0.9512 | 0.9288 | 0.9286 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.4148 | 0.6039 | 0.5548 | 0.6039 | 0.5697 | 0.4314 | 0.4255 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.1287 | 0.9529 | 0.9532 | 0.9529 | 0.9530 | 0.9313 | 0.9313 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.3398 | 0.6299 | 0.6038 | 0.6299 | 0.6040 | 0.4682 | 0.4604 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1359 | 0.9464 | 0.9466 | 0.9464 | 0.9459 | 0.9216 | 0.9212 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.7405 | 0.5974 | 0.5853 | 0.5974 | 0.5889 | 0.4291 | 0.4277 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1487 | 0.9513 | 0.9511 | 0.9513 | 0.9511 | 0.9287 | 0.9287 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.7830 | 0.5714 | 0.5433 | 0.5714 | 0.5530 | 0.3876 | 0.3852 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1321 | 0.9610 | 0.9611 | 0.9610 | 0.9610 | 0.9431 | 0.9430 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 3.0395 | 0.5844 | 0.5583 | 0.5844 | 0.5558 | 0.4026 | 0.3924 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1528 | 0.9464 | 0.9466 | 0.9464 | 0.9460 | 0.9215 | 0.9212 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.2620 | 0.6169 | 0.6059 | 0.6169 | 0.6075 | 0.4531 | 0.4512 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1194 | 0.9578 | 0.9579 | 0.9578 | 0.9578 | 0.9384 | 0.9384 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.4642 | 0.5779 | 0.5393 | 0.5779 | 0.5532 | 0.3940 | 0.3904 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0881 | 0.9708 | 0.9707 | 0.9708 | 0.9707 | 0.9573 | 0.9572 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.8190 | 0.6169 | 0.5967 | 0.6169 | 0.5858 | 0.4484 | 0.4404 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0644 | 0.9756 | 0.9758 | 0.9756 | 0.9756 | 0.9644 | 0.9644 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.0902 | 0.5844 | 0.5289 | 0.5844 | 0.5465 | 0.3996 | 0.3931 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0517 | 0.9870 | 0.9871 | 0.9870 | 0.9870 | 0.9810 | 0.9810 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.4383 | 0.6104 | 0.5740 | 0.6104 | 0.5829 | 0.4396 | 0.4342 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0964 | 0.9659 | 0.9660 | 0.9659 | 0.9659 | 0.9502 | 0.9502 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.3415 | 0.6299 | 0.6211 | 0.6299 | 0.5974 | 0.4763 | 0.4599 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1387 | 0.9497 | 0.9496 | 0.9497 | 0.9493 | 0.9263 | 0.9261 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 3.2124 | 0.6299 | 0.6080 | 0.6299 | 0.6099 | 0.4741 | 0.4675 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.2105 | 0.9367 | 0.9379 | 0.9367 | 0.9371 | 0.9081 | 0.9079 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.7471 | 0.5844 | 0.5467 | 0.5844 | 0.5459 | 0.4040 | 0.3918 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.2559 | 0.9188 | 0.9198 | 0.9188 | 0.9178 | 0.8811 | 0.8802 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.5792 | 0.5714 | 0.5709 | 0.5714 | 0.5488 | 0.4104 | 0.3975 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9481768310070038 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.4187 | 0.3669 | 0.2725 | 0.3669 | 0.2816 | -0.0112 | -0.0085 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3042 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2208 | 0.4805 | 0.3632 | 0.4805 | 0.4129 | 0.1775 | 0.1663 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2048 | 0.5519 | 0.3834 | 0.5519 | 0.4525 | 0.3425 | 0.3130 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1703 | 0.5633 | 0.4253 | 0.5633 | 0.4846 | 0.3174 | 0.2982 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2015 | 0.5325 | 0.3790 | 0.5325 | 0.4386 | 0.3175 | 0.2854 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.0980 | 0.5812 | 0.4399 | 0.5812 | 0.4999 | 0.3487 | 0.3262 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.0738 | 0.5519 | 0.3839 | 0.5519 | 0.4519 | 0.3433 | 0.3122 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0811 | 0.5649 | 0.4343 | 0.5649 | 0.4854 | 0.3262 | 0.2988 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1180 | 0.5390 | 0.3859 | 0.5390 | 0.4436 | 0.3317 | 0.2957 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0694 | 0.5958 | 0.4514 | 0.5958 | 0.5126 | 0.3750 | 0.3513 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0655 | 0.5714 | 0.3995 | 0.5714 | 0.4670 | 0.3796 | 0.3414 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0677 | 0.5925 | 0.4488 | 0.5925 | 0.5096 | 0.3685 | 0.3444 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0297 | 0.5584 | 0.3886 | 0.5584 | 0.4581 | 0.3540 | 0.3235 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9959 | 0.6055 | 0.4572 | 0.6055 | 0.5210 | 0.3898 | 0.3663 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0258 | 0.5519 | 0.4043 | 0.5519 | 0.4561 | 0.3610 | 0.3162 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0013 | 0.5990 | 0.4526 | 0.5990 | 0.5154 | 0.3791 | 0.3561 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.1025 | 0.5649 | 0.4416 | 0.5649 | 0.4820 | 0.3731 | 0.3429 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9697 | 0.6185 | 0.5414 | 0.6185 | 0.5494 | 0.4158 | 0.3934 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0388 | 0.5649 | 0.4519 | 0.5649 | 0.5003 | 0.3684 | 0.3544 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9022 | 0.6380 | 0.6298 | 0.6380 | 0.5928 | 0.4476 | 0.4360 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0535 | 0.5779 | 0.4680 | 0.5779 | 0.4943 | 0.3858 | 0.3596 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8823 | 0.6526 | 0.6569 | 0.6526 | 0.6129 | 0.4731 | 0.4624 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0984 | 0.5584 | 0.4541 | 0.5584 | 0.4840 | 0.3567 | 0.3334 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8612 | 0.6786 | 0.6694 | 0.6786 | 0.6540 | 0.5157 | 0.5076 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9766 | 0.5909 | 0.5600 | 0.5909 | 0.5525 | 0.4108 | 0.3986 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.7697 | 0.6899 | 0.6725 | 0.6899 | 0.6642 | 0.5322 | 0.5247 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0546 | 0.5649 | 0.5600 | 0.5649 | 0.5506 | 0.3814 | 0.3774 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7166 | 0.7289 | 0.7150 | 0.7289 | 0.7156 | 0.5952 | 0.5917 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.0933 | 0.5714 | 0.6007 | 0.5714 | 0.5485 | 0.4040 | 0.3922 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6405 | 0.7435 | 0.7455 | 0.7435 | 0.7269 | 0.6185 | 0.6102 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0979 | 0.6039 | 0.5744 | 0.6039 | 0.5824 | 0.4318 | 0.4277 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.6257 | 0.7386 | 0.7356 | 0.7386 | 0.7327 | 0.6117 | 0.6100 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0623 | 0.6169 | 0.5533 | 0.6169 | 0.5820 | 0.4523 | 0.4463 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.5634 | 0.7938 | 0.7874 | 0.7938 | 0.7864 | 0.6944 | 0.6921 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.2158 | 0.5714 | 0.5562 | 0.5714 | 0.5543 | 0.3899 | 0.3851 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.5392 | 0.7955 | 0.7930 | 0.7955 | 0.7931 | 0.6986 | 0.6981 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.1560 | 0.6623 | 0.6227 | 0.6623 | 0.6288 | 0.5149 | 0.5062 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.4514 | 0.8166 | 0.8123 | 0.8166 | 0.8130 | 0.7294 | 0.7287 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.4703 | 0.6039 | 0.6097 | 0.6039 | 0.5891 | 0.4428 | 0.4313 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.3840 | 0.8555 | 0.8561 | 0.8555 | 0.8533 | 0.7871 | 0.7859 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.4480 | 0.6169 | 0.6403 | 0.6169 | 0.6199 | 0.4710 | 0.4660 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.3700 | 0.8653 | 0.8632 | 0.8653 | 0.8636 | 0.8020 | 0.8017 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.5953 | 0.6299 | 0.6472 | 0.6299 | 0.6348 | 0.4854 | 0.4833 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.4923 | 0.8182 | 0.8159 | 0.8182 | 0.8159 | 0.7320 | 0.7313 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.4310 | 0.5779 | 0.5423 | 0.5779 | 0.5555 | 0.3942 | 0.3911 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.3570 | 0.8604 | 0.8618 | 0.8604 | 0.8597 | 0.7960 | 0.7947 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.4945 | 0.6494 | 0.6234 | 0.6494 | 0.6334 | 0.4995 | 0.4975 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3097 | 0.8945 | 0.8963 | 0.8945 | 0.8952 | 0.8464 | 0.8463 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.9520 | 0.6234 | 0.5952 | 0.6234 | 0.5978 | 0.4590 | 0.4529 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2243 | 0.9058 | 0.9051 | 0.9058 | 0.9046 | 0.8616 | 0.8611 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.7623 | 0.6494 | 0.6464 | 0.6494 | 0.6475 | 0.5060 | 0.5058 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2034 | 0.9269 | 0.9279 | 0.9269 | 0.9273 | 0.8937 | 0.8936 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.9639 | 0.6494 | 0.6054 | 0.6494 | 0.6112 | 0.4963 | 0.4856 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.1420 | 0.9529 | 0.9533 | 0.9529 | 0.9523 | 0.9311 | 0.9306 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.90batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.8373 | 0.6623 | 0.6632 | 0.6623 | 0.6619 | 0.5244 | 0.5240 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.0952 | 0.9724 | 0.9723 | 0.9724 | 0.9722 | 0.9596 | 0.9596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.9493 | 0.6558 | 0.6284 | 0.6558 | 0.6345 | 0.5067 | 0.5021 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.0642 | 0.9773 | 0.9773 | 0.9773 | 0.9772 | 0.9668 | 0.9667 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 3.5495 | 0.6234 | 0.6061 | 0.6234 | 0.6057 | 0.4621 | 0.4563 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.0583 | 0.9724 | 0.9726 | 0.9724 | 0.9721 | 0.9598 | 0.9596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 3.7428 | 0.6299 | 0.6165 | 0.6299 | 0.6131 | 0.4716 | 0.4675 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.0665 | 0.9740 | 0.9741 | 0.9740 | 0.9740 | 0.9621 | 0.9620 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 3.2244 | 0.6494 | 0.6315 | 0.6494 | 0.6381 | 0.5007 | 0.4993 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.2047 | 0.9529 | 0.9532 | 0.9529 | 0.9528 | 0.9312 | 0.9310 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 3.2482 | 0.6364 | 0.6210 | 0.6364 | 0.6237 | 0.4843 | 0.4811 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.2026 | 0.9253 | 0.9263 | 0.9253 | 0.9256 | 0.8912 | 0.8910 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.3161 | 0.6104 | 0.5894 | 0.6104 | 0.5867 | 0.4468 | 0.4370 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.2327 | 0.9253 | 0.9260 | 0.9253 | 0.9255 | 0.8915 | 0.8913 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.93batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.5812 | 0.5909 | 0.5569 | 0.5909 | 0.5648 | 0.4145 | 0.4085 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1759 | 0.9383 | 0.9387 | 0.9383 | 0.9379 | 0.9096 | 0.9094 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.0841 | 0.6558 | 0.6362 | 0.6558 | 0.6397 | 0.5081 | 0.5049 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.0833 | 0.9773 | 0.9773 | 0.9773 | 0.9773 | 0.9668 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.5591 | 0.6429 | 0.6263 | 0.6429 | 0.6329 | 0.4922 | 0.4911 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0581 | 0.9756 | 0.9756 | 0.9756 | 0.9756 | 0.9644 | 0.9643 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.7009 | 0.6429 | 0.6077 | 0.6429 | 0.6158 | 0.4892 | 0.4837 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0427 | 0.9854 | 0.9855 | 0.9854 | 0.9854 | 0.9787 | 0.9787 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 3.1386 | 0.6753 | 0.6603 | 0.6753 | 0.6582 | 0.5393 | 0.5354 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0770 | 0.9789 | 0.9788 | 0.9789 | 0.9788 | 0.9691 | 0.9691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 3.0610 | 0.6169 | 0.5991 | 0.6169 | 0.6035 | 0.4534 | 0.4506 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1880 | 0.9562 | 0.9563 | 0.9562 | 0.9562 | 0.9360 | 0.9360 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 3.0370 | 0.5974 | 0.6224 | 0.5974 | 0.5916 | 0.4343 | 0.4291 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1146 | 0.9692 | 0.9693 | 0.9692 | 0.9689 | 0.9549 | 0.9547 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.0665 | 0.6558 | 0.6483 | 0.6558 | 0.6444 | 0.5149 | 0.5115 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0613 | 0.9821 | 0.9821 | 0.9821 | 0.9820 | 0.9739 | 0.9738 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.4772 | 0.6364 | 0.6369 | 0.6364 | 0.6359 | 0.4888 | 0.4884 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0315 | 0.9935 | 0.9935 | 0.9935 | 0.9935 | 0.9905 | 0.9905 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.9785 | 0.6429 | 0.6256 | 0.6429 | 0.6303 | 0.4911 | 0.4891 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0200 | 0.9919 | 0.9919 | 0.9919 | 0.9919 | 0.9881 | 0.9881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.75batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.2363 | 0.6429 | 0.6248 | 0.6429 | 0.6283 | 0.4906 | 0.4880 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0175 | 0.9919 | 0.9919 | 0.9919 | 0.9919 | 0.9881 | 0.9881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.2994 | 0.6753 | 0.6624 | 0.6753 | 0.6642 | 0.5372 | 0.5344 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0378 | 0.9903 | 0.9903 | 0.9903 | 0.9902 | 0.9858 | 0.9858 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.5989 | 0.6494 | 0.6390 | 0.6494 | 0.6396 | 0.5015 | 0.4982 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0208 | 0.9919 | 0.9919 | 0.9919 | 0.9919 | 0.9881 | 0.9881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 3.9822 | 0.6558 | 0.6426 | 0.6558 | 0.6341 | 0.5102 | 0.5033 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0208 | 0.9935 | 0.9935 | 0.9935 | 0.9935 | 0.9905 | 0.9905 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 3.7765 | 0.6623 | 0.6458 | 0.6623 | 0.6462 | 0.5210 | 0.5174 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0245 | 0.9935 | 0.9936 | 0.9935 | 0.9935 | 0.9906 | 0.9905 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 3.9844 | 0.6039 | 0.5546 | 0.6039 | 0.5714 | 0.4292 | 0.4239 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9766492888331413 Generation 0: Best individual - (0.2, 1024, 1024), Best fitness - 0.8679148554801941 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.3494 | 0.3360 | 0.2833 | 0.3360 | 0.2749 | -0.0209 | -0.0175 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3375 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2980 | 0.4221 | 0.3294 | 0.4221 | 0.3206 | 0.0907 | 0.0625 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3144 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2418 | 0.3864 | 0.3848 | 0.3864 | 0.2427 | 0.0793 | 0.0273 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2966 | 0.5325 | 0.3804 | 0.5325 | 0.4383 | 0.3195 | 0.2857 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.2184 | 0.5292 | 0.4017 | 0.5292 | 0.4548 | 0.2602 | 0.2421 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1498 | 0.5779 | 0.4021 | 0.5779 | 0.4733 | 0.3871 | 0.3521 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1263 | 0.5682 | 0.4310 | 0.5682 | 0.4884 | 0.3272 | 0.3050 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0766 | 0.5909 | 0.4104 | 0.5909 | 0.4842 | 0.4080 | 0.3725 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0571 | 0.6055 | 0.4610 | 0.6055 | 0.5214 | 0.3920 | 0.3650 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.1160 | 0.5584 | 0.3960 | 0.5584 | 0.4596 | 0.3607 | 0.3250 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0584 | 0.6201 | 0.4687 | 0.6201 | 0.5337 | 0.4151 | 0.3900 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.1121 | 0.5519 | 0.4281 | 0.5519 | 0.4586 | 0.3817 | 0.3175 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0204 | 0.6315 | 0.4771 | 0.6315 | 0.5435 | 0.4343 | 0.4081 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0877 | 0.5649 | 0.4032 | 0.5649 | 0.4661 | 0.3727 | 0.3350 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9804 | 0.6461 | 0.4884 | 0.6461 | 0.5561 | 0.4596 | 0.4317 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0124 | 0.5844 | 0.4146 | 0.5844 | 0.4816 | 0.4038 | 0.3645 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9515 | 0.6591 | 0.5014 | 0.6591 | 0.5682 | 0.4839 | 0.4530 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.78batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0202 | 0.6169 | 0.4336 | 0.6169 | 0.5079 | 0.4544 | 0.4136 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9096 | 0.6623 | 0.5015 | 0.6623 | 0.5702 | 0.4881 | 0.4580 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9778 | 0.6039 | 0.4207 | 0.6039 | 0.4957 | 0.4302 | 0.3932 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9196 | 0.6591 | 0.5719 | 0.6591 | 0.5717 | 0.4847 | 0.4542 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9812 | 0.6039 | 0.5692 | 0.6039 | 0.5049 | 0.4305 | 0.3946 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8380 | 0.6769 | 0.6120 | 0.6769 | 0.6133 | 0.5119 | 0.4905 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9929 | 0.6169 | 0.6557 | 0.6169 | 0.5586 | 0.4465 | 0.4290 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.7746 | 0.7078 | 0.6794 | 0.7078 | 0.6695 | 0.5620 | 0.5509 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9089 | 0.6299 | 0.5953 | 0.6299 | 0.5977 | 0.4671 | 0.4582 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7192 | 0.7500 | 0.7466 | 0.7500 | 0.7242 | 0.6283 | 0.6180 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9696 | 0.6494 | 0.6367 | 0.6494 | 0.6300 | 0.4995 | 0.4947 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.7407 | 0.7338 | 0.7257 | 0.7338 | 0.7226 | 0.6047 | 0.6008 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0722 | 0.6169 | 0.5689 | 0.6169 | 0.5619 | 0.4456 | 0.4292 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.6420 | 0.7565 | 0.7450 | 0.7565 | 0.7454 | 0.6376 | 0.6347 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0319 | 0.6299 | 0.6402 | 0.6299 | 0.5984 | 0.4703 | 0.4610 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.5615 | 0.7792 | 0.7697 | 0.7792 | 0.7733 | 0.6743 | 0.6735 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0339 | 0.6234 | 0.6478 | 0.6234 | 0.6243 | 0.4762 | 0.4686 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.4955 | 0.8149 | 0.8137 | 0.8149 | 0.8069 | 0.7272 | 0.7232 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.1661 | 0.6494 | 0.6285 | 0.6494 | 0.6350 | 0.5020 | 0.4997 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.4568 | 0.8344 | 0.8327 | 0.8344 | 0.8318 | 0.7559 | 0.7551 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.1731 | 0.6169 | 0.6247 | 0.6169 | 0.6159 | 0.4636 | 0.4606 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.3585 | 0.8620 | 0.8623 | 0.8620 | 0.8615 | 0.7983 | 0.7977 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.5420 | 0.6299 | 0.6239 | 0.6299 | 0.6085 | 0.4697 | 0.4631 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.3629 | 0.8669 | 0.8664 | 0.8669 | 0.8660 | 0.8046 | 0.8041 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.8046 | 0.6623 | 0.6742 | 0.6623 | 0.6629 | 0.5274 | 0.5250 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.3603 | 0.8571 | 0.8580 | 0.8571 | 0.8566 | 0.7913 | 0.7904 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.3958 | 0.6623 | 0.6783 | 0.6623 | 0.6472 | 0.5175 | 0.5115 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.40batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.3897 | 0.8523 | 0.8478 | 0.8523 | 0.8474 | 0.7826 | 0.7813 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.5792 | 0.6104 | 0.6183 | 0.6104 | 0.6007 | 0.4512 | 0.4450 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.2856 | 0.9107 | 0.9121 | 0.9107 | 0.9097 | 0.8695 | 0.8682 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.7239 | 0.6104 | 0.5852 | 0.6104 | 0.5921 | 0.4452 | 0.4421 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.40batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2366 | 0.9123 | 0.9122 | 0.9123 | 0.9120 | 0.8716 | 0.8714 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.9630 | 0.6494 | 0.6239 | 0.6494 | 0.6304 | 0.4994 | 0.4952 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2640 | 0.9042 | 0.9042 | 0.9042 | 0.9034 | 0.8593 | 0.8588 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.9441 | 0.6234 | 0.6217 | 0.6234 | 0.6175 | 0.4707 | 0.4681 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2436 | 0.9091 | 0.9105 | 0.9091 | 0.9096 | 0.8676 | 0.8674 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.7618 | 0.6429 | 0.6210 | 0.6429 | 0.6285 | 0.4937 | 0.4914 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.1732 | 0.9334 | 0.9332 | 0.9334 | 0.9329 | 0.9025 | 0.9022 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.0365 | 0.6623 | 0.6392 | 0.6623 | 0.6398 | 0.5184 | 0.5107 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1544 | 0.9497 | 0.9499 | 0.9497 | 0.9496 | 0.9263 | 0.9262 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.2311 | 0.6558 | 0.6159 | 0.6558 | 0.6141 | 0.5079 | 0.4946 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1636 | 0.9562 | 0.9560 | 0.9562 | 0.9559 | 0.9358 | 0.9357 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.4481 | 0.6104 | 0.5823 | 0.6104 | 0.5894 | 0.4436 | 0.4394 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1767 | 0.9448 | 0.9451 | 0.9448 | 0.9445 | 0.9192 | 0.9189 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.4566 | 0.6494 | 0.6519 | 0.6494 | 0.6455 | 0.5079 | 0.5051 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1987 | 0.9383 | 0.9384 | 0.9383 | 0.9383 | 0.9098 | 0.9098 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.0294 | 0.6558 | 0.6307 | 0.6558 | 0.6360 | 0.5084 | 0.5035 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.2126 | 0.9237 | 0.9243 | 0.9237 | 0.9233 | 0.8884 | 0.8878 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.7410 | 0.6558 | 0.6413 | 0.6558 | 0.6382 | 0.5128 | 0.5085 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1125 | 0.9627 | 0.9637 | 0.9627 | 0.9627 | 0.9457 | 0.9455 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.9877 | 0.6753 | 0.6588 | 0.6753 | 0.6631 | 0.5369 | 0.5346 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.0694 | 0.9805 | 0.9807 | 0.9805 | 0.9805 | 0.9716 | 0.9714 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.2734 | 0.6558 | 0.6420 | 0.6558 | 0.6452 | 0.5129 | 0.5107 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.0331 | 0.9886 | 0.9887 | 0.9886 | 0.9886 | 0.9834 | 0.9834 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.9268 | 0.6364 | 0.6341 | 0.6364 | 0.6330 | 0.4890 | 0.4876 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0302 | 0.9935 | 0.9936 | 0.9935 | 0.9935 | 0.9905 | 0.9905 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 3.5793 | 0.6429 | 0.6145 | 0.6429 | 0.6234 | 0.4894 | 0.4860 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0272 | 0.9903 | 0.9902 | 0.9903 | 0.9902 | 0.9858 | 0.9858 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 3.3381 | 0.6623 | 0.6456 | 0.6623 | 0.6523 | 0.5206 | 0.5195 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0258 | 0.9935 | 0.9937 | 0.9935 | 0.9935 | 0.9906 | 0.9905 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 3.8478 | 0.6494 | 0.6153 | 0.6494 | 0.6218 | 0.4989 | 0.4911 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0250 | 0.9903 | 0.9904 | 0.9903 | 0.9902 | 0.9858 | 0.9857 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 3.3972 | 0.6234 | 0.6095 | 0.6234 | 0.6143 | 0.4654 | 0.4643 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0338 | 0.9919 | 0.9919 | 0.9919 | 0.9919 | 0.9881 | 0.9881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 4.0696 | 0.6104 | 0.5918 | 0.6104 | 0.5959 | 0.4463 | 0.4428 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1344 | 0.9659 | 0.9658 | 0.9659 | 0.9658 | 0.9502 | 0.9501 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.1836 | 0.6299 | 0.6182 | 0.6299 | 0.6208 | 0.4749 | 0.4728 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1420 | 0.9481 | 0.9479 | 0.9481 | 0.9479 | 0.9240 | 0.9239 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.2459 | 0.6039 | 0.5774 | 0.6039 | 0.5847 | 0.4357 | 0.4314 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1162 | 0.9594 | 0.9596 | 0.9594 | 0.9593 | 0.9406 | 0.9405 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.1089 | 0.6299 | 0.6176 | 0.6299 | 0.6213 | 0.4752 | 0.4737 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.1071 | 0.9692 | 0.9694 | 0.9692 | 0.9690 | 0.9549 | 0.9548 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.8321 | 0.6169 | 0.5960 | 0.6169 | 0.6028 | 0.4546 | 0.4524 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0647 | 0.9773 | 0.9773 | 0.9773 | 0.9772 | 0.9668 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.8561 | 0.6429 | 0.6263 | 0.6429 | 0.6207 | 0.4907 | 0.4854 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0491 | 0.9870 | 0.9871 | 0.9870 | 0.9870 | 0.9810 | 0.9810 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 3.0440 | 0.5909 | 0.5981 | 0.5909 | 0.5937 | 0.4284 | 0.4279 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0225 | 0.9919 | 0.9919 | 0.9919 | 0.9919 | 0.9882 | 0.9881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 3.4640 | 0.6364 | 0.6117 | 0.6364 | 0.6168 | 0.4804 | 0.4765 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0559 | 0.9821 | 0.9823 | 0.9821 | 0.9822 | 0.9739 | 0.9739 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 3.2207 | 0.6299 | 0.6328 | 0.6299 | 0.6284 | 0.4820 | 0.4802 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9088697358965874 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.5562 | 0.3782 | 0.2783 | 0.3782 | 0.2966 | -0.0085 | -0.0067 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3309 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.3175 | 0.3864 | 0.1493 | 0.3864 | 0.2154 | 0.0000 | 0.0000 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3162 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2058 | 0.4854 | 0.3890 | 0.4854 | 0.4034 | 0.2050 | 0.1674 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1668 | 0.5000 | 0.3545 | 0.5000 | 0.4085 | 0.2659 | 0.2363 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1264 | 0.5633 | 0.4253 | 0.5633 | 0.4846 | 0.3178 | 0.2986 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1223 | 0.5260 | 0.3846 | 0.5260 | 0.4343 | 0.3157 | 0.2766 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0798 | 0.5812 | 0.4386 | 0.5812 | 0.4998 | 0.3480 | 0.3267 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0889 | 0.5844 | 0.4058 | 0.5844 | 0.4783 | 0.3977 | 0.3622 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0494 | 0.5974 | 0.4543 | 0.5974 | 0.5134 | 0.3789 | 0.3518 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0518 | 0.5649 | 0.3922 | 0.5649 | 0.4625 | 0.3647 | 0.3324 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0441 | 0.6120 | 0.4619 | 0.6120 | 0.5264 | 0.4007 | 0.3765 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0388 | 0.5519 | 0.4019 | 0.5519 | 0.4564 | 0.3580 | 0.3160 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0178 | 0.6104 | 0.4617 | 0.6104 | 0.5254 | 0.3988 | 0.3744 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0295 | 0.5974 | 0.4144 | 0.5974 | 0.4892 | 0.4189 | 0.3825 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0221 | 0.6429 | 0.4851 | 0.6429 | 0.5528 | 0.4535 | 0.4259 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 0.9674 | 0.6104 | 0.4241 | 0.6104 | 0.5005 | 0.4405 | 0.4028 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9545 | 0.6380 | 0.4822 | 0.6380 | 0.5487 | 0.4457 | 0.4178 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 0.9741 | 0.6169 | 0.4404 | 0.6169 | 0.5097 | 0.4599 | 0.4143 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9533 | 0.6542 | 0.4946 | 0.6542 | 0.5632 | 0.4733 | 0.4447 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.78batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9885 | 0.6169 | 0.4298 | 0.6169 | 0.5064 | 0.4520 | 0.4130 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9309 | 0.6656 | 0.5064 | 0.6656 | 0.5738 | 0.4951 | 0.4634 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.1248 | 0.5714 | 0.3956 | 0.5714 | 0.4638 | 0.3804 | 0.3412 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 1.0582 | 0.6234 | 0.6067 | 0.6234 | 0.5388 | 0.4202 | 0.3953 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0918 | 0.5909 | 0.4098 | 0.5909 | 0.4835 | 0.4084 | 0.3723 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.9919 | 0.6688 | 0.5047 | 0.6688 | 0.5751 | 0.4981 | 0.4676 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9910 | 0.5974 | 0.4295 | 0.5974 | 0.4944 | 0.4292 | 0.3848 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.9176 | 0.6623 | 0.6393 | 0.6623 | 0.5763 | 0.4877 | 0.4594 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.0120 | 0.6234 | 0.4723 | 0.6234 | 0.5243 | 0.4876 | 0.4253 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.8951 | 0.6656 | 0.5078 | 0.6656 | 0.5754 | 0.4934 | 0.4642 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 0.9923 | 0.5974 | 0.4229 | 0.5974 | 0.4935 | 0.4223 | 0.3839 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.8587 | 0.6851 | 0.6670 | 0.6851 | 0.6037 | 0.5258 | 0.4974 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0155 | 0.6039 | 0.4273 | 0.6039 | 0.4996 | 0.4309 | 0.3947 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.9107 | 0.6672 | 0.6335 | 0.6672 | 0.5982 | 0.4958 | 0.4722 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0987 | 0.5455 | 0.4162 | 0.5455 | 0.4602 | 0.3509 | 0.3092 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.9298 | 0.6494 | 0.5184 | 0.6494 | 0.5700 | 0.4638 | 0.4425 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 0.9405 | 0.6234 | 0.4475 | 0.6234 | 0.5168 | 0.4709 | 0.4242 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.8224 | 0.7013 | 0.6684 | 0.7013 | 0.6398 | 0.5497 | 0.5294 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.0159 | 0.5714 | 0.4312 | 0.5714 | 0.4798 | 0.3952 | 0.3472 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.7742 | 0.7078 | 0.6820 | 0.7078 | 0.6633 | 0.5600 | 0.5453 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 0.9543 | 0.6234 | 0.5148 | 0.6234 | 0.5453 | 0.4576 | 0.4325 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.7184 | 0.7192 | 0.7014 | 0.7192 | 0.6607 | 0.5796 | 0.5578 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 0.9835 | 0.5519 | 0.4844 | 0.5519 | 0.4986 | 0.3601 | 0.3355 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.7073 | 0.7354 | 0.7126 | 0.7354 | 0.7137 | 0.6036 | 0.5982 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.2903 | 0.5714 | 0.5901 | 0.5714 | 0.5281 | 0.4109 | 0.3657 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.45batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.6782 | 0.7273 | 0.7054 | 0.7273 | 0.6968 | 0.5918 | 0.5820 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 0.9084 | 0.6169 | 0.5227 | 0.6169 | 0.5380 | 0.4560 | 0.4223 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.6269 | 0.7321 | 0.7164 | 0.7321 | 0.7091 | 0.5992 | 0.5914 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.1367 | 0.5649 | 0.4913 | 0.5649 | 0.5142 | 0.3700 | 0.3592 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 2.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.5836 | 0.7614 | 0.7543 | 0.7614 | 0.7454 | 0.6445 | 0.6393 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.2691 | 0.5649 | 0.4929 | 0.5649 | 0.5146 | 0.3704 | 0.3613 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.5334 | 0.7906 | 0.7908 | 0.7906 | 0.7649 | 0.6914 | 0.6781 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.1565 | 0.5779 | 0.5332 | 0.5779 | 0.5436 | 0.3935 | 0.3874 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.29batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.5575 | 0.7987 | 0.7938 | 0.7987 | 0.7900 | 0.7017 | 0.6986 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.3805 | 0.5714 | 0.4287 | 0.5714 | 0.4893 | 0.3749 | 0.3573 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.5571 | 0.7922 | 0.7850 | 0.7922 | 0.7765 | 0.6911 | 0.6848 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.1523 | 0.5974 | 0.6712 | 0.5974 | 0.5615 | 0.4306 | 0.4201 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.4834 | 0.8247 | 0.8222 | 0.8247 | 0.8189 | 0.7419 | 0.7395 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.2129 | 0.5584 | 0.5223 | 0.5584 | 0.5270 | 0.3682 | 0.3612 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.4390 | 0.8360 | 0.8293 | 0.8360 | 0.8303 | 0.7577 | 0.7565 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.1405 | 0.6039 | 0.5863 | 0.6039 | 0.5904 | 0.4333 | 0.4307 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.3140 | 0.8734 | 0.8711 | 0.8734 | 0.8681 | 0.8137 | 0.8112 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.81batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.6055 | 0.6299 | 0.6175 | 0.6299 | 0.6122 | 0.4697 | 0.4651 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.4119 | 0.8393 | 0.8377 | 0.8393 | 0.8376 | 0.7639 | 0.7634 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.9333 | 0.5714 | 0.5496 | 0.5714 | 0.5512 | 0.3873 | 0.3813 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.3581 | 0.8636 | 0.8594 | 0.8636 | 0.8582 | 0.7987 | 0.7969 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.3839 | 0.6299 | 0.6368 | 0.6299 | 0.6210 | 0.4759 | 0.4715 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.3075 | 0.8864 | 0.8849 | 0.8864 | 0.8835 | 0.8330 | 0.8316 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.8537 | 0.5714 | 0.5443 | 0.5714 | 0.5510 | 0.3847 | 0.3808 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.3158 | 0.8977 | 0.8976 | 0.8977 | 0.8972 | 0.8501 | 0.8499 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.4979 | 0.5974 | 0.5793 | 0.5974 | 0.5716 | 0.4236 | 0.4127 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.3716 | 0.8636 | 0.8643 | 0.8636 | 0.8565 | 0.7999 | 0.7954 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 1.3539 | 0.6039 | 0.5843 | 0.6039 | 0.5889 | 0.4352 | 0.4327 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.2801 | 0.8929 | 0.8909 | 0.8929 | 0.8907 | 0.8427 | 0.8421 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.0760 | 0.5974 | 0.5760 | 0.5974 | 0.5816 | 0.4255 | 0.4223 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.2642 | 0.8815 | 0.8818 | 0.8815 | 0.8811 | 0.8271 | 0.8267 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.9551 | 0.5649 | 0.5530 | 0.5649 | 0.5572 | 0.3827 | 0.3815 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.2328 | 0.9107 | 0.9108 | 0.9107 | 0.9084 | 0.8691 | 0.8677 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.8874 | 0.6234 | 0.6083 | 0.6234 | 0.6120 | 0.4632 | 0.4608 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.2728 | 0.9107 | 0.9100 | 0.9107 | 0.9097 | 0.8692 | 0.8690 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 1.9643 | 0.6429 | 0.6328 | 0.6429 | 0.6276 | 0.4930 | 0.4892 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.2225 | 0.9140 | 0.9125 | 0.9140 | 0.9129 | 0.8738 | 0.8736 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.1918 | 0.5584 | 0.5173 | 0.5584 | 0.5316 | 0.3650 | 0.3613 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1502 | 0.9416 | 0.9413 | 0.9416 | 0.9411 | 0.9143 | 0.9142 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.7003 | 0.5909 | 0.5610 | 0.5909 | 0.5710 | 0.4142 | 0.4111 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0945 | 0.9627 | 0.9626 | 0.9627 | 0.9624 | 0.9453 | 0.9452 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.1129 | 0.6299 | 0.6246 | 0.6299 | 0.6270 | 0.4773 | 0.4772 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1251 | 0.9643 | 0.9645 | 0.9643 | 0.9644 | 0.9479 | 0.9479 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.9894 | 0.6039 | 0.5898 | 0.6039 | 0.5945 | 0.4385 | 0.4370 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.2095 | 0.9594 | 0.9590 | 0.9594 | 0.9591 | 0.9406 | 0.9405 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.7964 | 0.5909 | 0.6073 | 0.5909 | 0.5836 | 0.4353 | 0.4267 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.2565 | 0.9205 | 0.9211 | 0.9205 | 0.9203 | 0.8837 | 0.8834 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 1.9656 | 0.5779 | 0.5517 | 0.5779 | 0.5584 | 0.3932 | 0.3899 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.2132 | 0.9318 | 0.9333 | 0.9318 | 0.9323 | 0.9009 | 0.9007 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.2561 | 0.5714 | 0.5643 | 0.5714 | 0.5644 | 0.3895 | 0.3876 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1629 | 0.9416 | 0.9407 | 0.9416 | 0.9409 | 0.9143 | 0.9142 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.5012 | 0.6104 | 0.6022 | 0.6104 | 0.6022 | 0.4484 | 0.4467 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.1569 | 0.9481 | 0.9483 | 0.9481 | 0.9481 | 0.9242 | 0.9242 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.6536 | 0.6039 | 0.5768 | 0.6039 | 0.5855 | 0.4338 | 0.4308 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9083794832229615 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.3299 | 0.3458 | 0.3142 | 0.3458 | 0.2656 | -0.0009 | -0.0007 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3096 | 0.3701 | 0.2453 | 0.3701 | 0.2168 | 0.0595 | 0.0214 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.1972 | 0.4643 | 0.3655 | 0.4643 | 0.3823 | 0.1632 | 0.1332 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.78batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.1489 | 0.5455 | 0.3821 | 0.5455 | 0.4482 | 0.3343 | 0.3043 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.0726 | 0.5909 | 0.4465 | 0.5909 | 0.5086 | 0.3650 | 0.3429 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1189 | 0.5455 | 0.4062 | 0.5455 | 0.4508 | 0.3566 | 0.3068 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.0694 | 0.5958 | 0.4501 | 0.5958 | 0.5126 | 0.3734 | 0.3508 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1083 | 0.5390 | 0.4058 | 0.5390 | 0.4459 | 0.3490 | 0.2972 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0415 | 0.6071 | 0.5997 | 0.6071 | 0.5256 | 0.3973 | 0.3704 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0722 | 0.5390 | 0.4058 | 0.5390 | 0.4459 | 0.3490 | 0.2972 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 0.9787 | 0.6201 | 0.6084 | 0.6201 | 0.5364 | 0.4188 | 0.3911 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.1087 | 0.5584 | 0.3906 | 0.5584 | 0.4597 | 0.3534 | 0.3245 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0077 | 0.6120 | 0.5018 | 0.6120 | 0.5391 | 0.4064 | 0.3840 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0855 | 0.5779 | 0.4740 | 0.5779 | 0.4907 | 0.4099 | 0.3612 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9646 | 0.6412 | 0.5402 | 0.6412 | 0.5576 | 0.4506 | 0.4255 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0719 | 0.5584 | 0.3928 | 0.5584 | 0.4572 | 0.3584 | 0.3226 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.8805 | 0.6510 | 0.5617 | 0.6510 | 0.5662 | 0.4675 | 0.4413 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0095 | 0.5974 | 0.5115 | 0.5974 | 0.5262 | 0.4195 | 0.3934 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.7934 | 0.6867 | 0.6724 | 0.6867 | 0.6395 | 0.5267 | 0.5098 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.1700 | 0.5649 | 0.5251 | 0.5649 | 0.5389 | 0.4001 | 0.3888 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9008 | 0.6688 | 0.6449 | 0.6688 | 0.6286 | 0.5000 | 0.4871 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0945 | 0.5584 | 0.4802 | 0.5584 | 0.4962 | 0.3629 | 0.3392 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8793 | 0.6331 | 0.6135 | 0.6331 | 0.6165 | 0.4525 | 0.4485 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.1147 | 0.5844 | 0.4847 | 0.5844 | 0.5216 | 0.4010 | 0.3825 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.7615 | 0.6932 | 0.6651 | 0.6932 | 0.6506 | 0.5368 | 0.5228 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0886 | 0.5909 | 0.5657 | 0.5909 | 0.5522 | 0.4187 | 0.3985 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.6805 | 0.7192 | 0.7096 | 0.7192 | 0.7078 | 0.5837 | 0.5796 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.1021 | 0.6104 | 0.5785 | 0.6104 | 0.5758 | 0.4397 | 0.4281 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.5850 | 0.7484 | 0.7398 | 0.7484 | 0.7298 | 0.6240 | 0.6170 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.1288 | 0.6104 | 0.5972 | 0.6104 | 0.5971 | 0.4445 | 0.4413 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.5174 | 0.7857 | 0.7800 | 0.7857 | 0.7810 | 0.6834 | 0.6823 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.1448 | 0.6429 | 0.6370 | 0.6429 | 0.6311 | 0.4922 | 0.4862 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.5255 | 0.7906 | 0.7882 | 0.7906 | 0.7865 | 0.6914 | 0.6893 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.4719 | 0.5779 | 0.5567 | 0.5779 | 0.5628 | 0.3961 | 0.3936 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.4505 | 0.8198 | 0.8185 | 0.8198 | 0.8140 | 0.7348 | 0.7323 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.4680 | 0.6299 | 0.6196 | 0.6299 | 0.6151 | 0.4695 | 0.4643 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.3630 | 0.8604 | 0.8571 | 0.8604 | 0.8579 | 0.7951 | 0.7946 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.81batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.6615 | 0.5909 | 0.6014 | 0.5909 | 0.5943 | 0.4291 | 0.4280 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.3245 | 0.8815 | 0.8806 | 0.8815 | 0.8805 | 0.8260 | 0.8257 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 2.0823 | 0.5779 | 0.5892 | 0.5779 | 0.5815 | 0.4119 | 0.4108 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.3268 | 0.8994 | 0.9014 | 0.8994 | 0.8990 | 0.8543 | 0.8532 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.5727 | 0.6104 | 0.5925 | 0.6104 | 0.5887 | 0.4469 | 0.4407 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.3521 | 0.8669 | 0.8667 | 0.8669 | 0.8664 | 0.8052 | 0.8049 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.5591 | 0.5844 | 0.5616 | 0.5844 | 0.5700 | 0.4080 | 0.4061 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.2444 | 0.9221 | 0.9224 | 0.9221 | 0.9215 | 0.8859 | 0.8854 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.6787 | 0.5779 | 0.5509 | 0.5779 | 0.5560 | 0.3972 | 0.3935 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.1931 | 0.9269 | 0.9276 | 0.9269 | 0.9265 | 0.8935 | 0.8928 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 2.1029 | 0.6169 | 0.6109 | 0.6169 | 0.6067 | 0.4533 | 0.4506 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.2211 | 0.9367 | 0.9368 | 0.9367 | 0.9367 | 0.9076 | 0.9076 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 2.6190 | 0.6039 | 0.5899 | 0.6039 | 0.5856 | 0.4325 | 0.4259 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3583 | 0.8880 | 0.8911 | 0.8880 | 0.8890 | 0.8379 | 0.8376 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.5476 | 0.6558 | 0.6555 | 0.6558 | 0.6458 | 0.5089 | 0.5030 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2648 | 0.9123 | 0.9114 | 0.9123 | 0.9115 | 0.8713 | 0.8712 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.7612 | 0.6234 | 0.6217 | 0.6234 | 0.6156 | 0.4679 | 0.4652 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.1440 | 0.9497 | 0.9496 | 0.9497 | 0.9496 | 0.9265 | 0.9265 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 2.2154 | 0.6299 | 0.6171 | 0.6299 | 0.6219 | 0.4745 | 0.4736 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.1446 | 0.9643 | 0.9643 | 0.9643 | 0.9641 | 0.9478 | 0.9477 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.9110 | 0.6104 | 0.5967 | 0.6104 | 0.5999 | 0.4436 | 0.4418 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1457 | 0.9416 | 0.9417 | 0.9416 | 0.9415 | 0.9145 | 0.9145 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.1614 | 0.6234 | 0.6137 | 0.6234 | 0.6076 | 0.4621 | 0.4553 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.0770 | 0.9724 | 0.9733 | 0.9724 | 0.9723 | 0.9600 | 0.9596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.6009 | 0.6299 | 0.6238 | 0.6299 | 0.6261 | 0.4776 | 0.4772 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1201 | 0.9594 | 0.9596 | 0.9594 | 0.9594 | 0.9408 | 0.9407 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.8948 | 0.6104 | 0.5947 | 0.6104 | 0.5828 | 0.4445 | 0.4340 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.2142 | 0.9448 | 0.9447 | 0.9448 | 0.9447 | 0.9193 | 0.9193 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.2759 | 0.6169 | 0.6278 | 0.6169 | 0.6031 | 0.4523 | 0.4461 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1361 | 0.9562 | 0.9566 | 0.9562 | 0.9561 | 0.9361 | 0.9358 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.6542 | 0.6169 | 0.6198 | 0.6169 | 0.6080 | 0.4519 | 0.4487 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1166 | 0.9659 | 0.9659 | 0.9659 | 0.9659 | 0.9502 | 0.9502 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.1680 | 0.6169 | 0.5976 | 0.6169 | 0.6012 | 0.4511 | 0.4479 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.0748 | 0.9773 | 0.9773 | 0.9773 | 0.9773 | 0.9668 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.5680 | 0.6104 | 0.5975 | 0.6104 | 0.6020 | 0.4456 | 0.4445 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.0768 | 0.9789 | 0.9790 | 0.9789 | 0.9789 | 0.9692 | 0.9691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.7412 | 0.6104 | 0.6267 | 0.6104 | 0.5900 | 0.4450 | 0.4335 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0916 | 0.9675 | 0.9676 | 0.9675 | 0.9674 | 0.9525 | 0.9525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.4882 | 0.5779 | 0.5818 | 0.5779 | 0.5747 | 0.4074 | 0.4048 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0681 | 0.9773 | 0.9773 | 0.9773 | 0.9773 | 0.9668 | 0.9667 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.7608 | 0.5974 | 0.6027 | 0.5974 | 0.5943 | 0.4315 | 0.4274 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0577 | 0.9805 | 0.9806 | 0.9805 | 0.9805 | 0.9716 | 0.9716 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 3.2856 | 0.6364 | 0.6282 | 0.6364 | 0.6297 | 0.4847 | 0.4831 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0232 | 0.9935 | 0.9936 | 0.9935 | 0.9935 | 0.9905 | 0.9905 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 3.6779 | 0.6234 | 0.6113 | 0.6234 | 0.6151 | 0.4656 | 0.4644 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0357 | 0.9919 | 0.9919 | 0.9919 | 0.9919 | 0.9882 | 0.9882 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 3.7942 | 0.6299 | 0.6220 | 0.6299 | 0.6096 | 0.4702 | 0.4609 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0291 | 0.9919 | 0.9919 | 0.9919 | 0.9919 | 0.9882 | 0.9881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.2798 | 0.6364 | 0.6407 | 0.6364 | 0.6285 | 0.4837 | 0.4804 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0584 | 0.9854 | 0.9855 | 0.9854 | 0.9854 | 0.9787 | 0.9787 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.2236 | 0.6039 | 0.6013 | 0.6039 | 0.5758 | 0.4304 | 0.4174 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0502 | 0.9838 | 0.9839 | 0.9838 | 0.9838 | 0.9763 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.4164 | 0.6104 | 0.6244 | 0.6104 | 0.6097 | 0.4553 | 0.4510 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.1036 | 0.9692 | 0.9691 | 0.9692 | 0.9691 | 0.9549 | 0.9549 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.3970 | 0.6169 | 0.5983 | 0.6169 | 0.6049 | 0.4536 | 0.4520 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.1644 | 0.9545 | 0.9546 | 0.9545 | 0.9543 | 0.9334 | 0.9333 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.4319 | 0.6299 | 0.6328 | 0.6299 | 0.6270 | 0.4785 | 0.4759 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1999 | 0.9399 | 0.9405 | 0.9399 | 0.9401 | 0.9124 | 0.9123 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.6881 | 0.6234 | 0.6317 | 0.6234 | 0.6146 | 0.4732 | 0.4674 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.2201 | 0.9367 | 0.9366 | 0.9367 | 0.9366 | 0.9075 | 0.9075 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 1.9497 | 0.6169 | 0.6079 | 0.6169 | 0.6096 | 0.4571 | 0.4555 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.1219 | 0.9594 | 0.9593 | 0.9594 | 0.9590 | 0.9406 | 0.9404 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.2061 | 0.6818 | 0.6754 | 0.6818 | 0.6753 | 0.5479 | 0.5464 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 1.0094701960682868 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 2.8263 | 0.4026 | 0.3356 | 0.4026 | 0.3178 | 0.0697 | 0.0503 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3706 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.3160 | 0.3685 | 0.1358 | 0.3685 | 0.1985 | 0.0000 | 0.0000 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2532 | 0.4805 | 0.4015 | 0.4805 | 0.3959 | 0.2768 | 0.2104 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1600 | 0.5731 | 0.4326 | 0.5731 | 0.4930 | 0.3340 | 0.3138 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2058 | 0.5195 | 0.3883 | 0.5195 | 0.4280 | 0.3141 | 0.2675 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1375 | 0.5666 | 0.4276 | 0.5666 | 0.4873 | 0.3229 | 0.3033 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1220 | 0.5714 | 0.4039 | 0.5714 | 0.4704 | 0.3809 | 0.3446 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0672 | 0.5893 | 0.4492 | 0.5893 | 0.5070 | 0.3649 | 0.3387 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0693 | 0.5909 | 0.4112 | 0.5909 | 0.4848 | 0.4082 | 0.3731 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0633 | 0.5893 | 0.4448 | 0.5893 | 0.5070 | 0.3618 | 0.3400 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0551 | 0.5974 | 0.4147 | 0.5974 | 0.4894 | 0.4189 | 0.3825 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0266 | 0.6234 | 0.4705 | 0.6234 | 0.5361 | 0.4202 | 0.3945 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0714 | 0.5390 | 0.3796 | 0.5390 | 0.4371 | 0.3313 | 0.2904 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0317 | 0.6169 | 0.4659 | 0.6169 | 0.5302 | 0.4098 | 0.3838 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0356 | 0.6039 | 0.4276 | 0.6039 | 0.4977 | 0.4357 | 0.3942 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0133 | 0.6315 | 0.4772 | 0.6315 | 0.5435 | 0.4345 | 0.4082 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0032 | 0.5974 | 0.4175 | 0.5974 | 0.4908 | 0.4205 | 0.3836 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9678 | 0.6347 | 0.4791 | 0.6347 | 0.5460 | 0.4396 | 0.4130 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0177 | 0.5974 | 0.4223 | 0.5974 | 0.4918 | 0.4248 | 0.3843 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9550 | 0.6347 | 0.5089 | 0.6347 | 0.5500 | 0.4402 | 0.4150 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9861 | 0.5649 | 0.3940 | 0.5649 | 0.4611 | 0.3685 | 0.3314 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.39batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9855 | 0.6412 | 0.4856 | 0.6412 | 0.5526 | 0.4506 | 0.4241 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9878 | 0.5909 | 0.5619 | 0.5909 | 0.4950 | 0.4099 | 0.3750 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9500 | 0.6347 | 0.7238 | 0.6347 | 0.5509 | 0.4398 | 0.4141 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0681 | 0.5844 | 0.4182 | 0.5844 | 0.4823 | 0.4070 | 0.3649 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.9335 | 0.6640 | 0.6094 | 0.6640 | 0.5825 | 0.4902 | 0.4623 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0242 | 0.5714 | 0.3987 | 0.5714 | 0.4683 | 0.3765 | 0.3432 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.9302 | 0.6494 | 0.5665 | 0.6494 | 0.5776 | 0.4660 | 0.4425 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9568 | 0.5844 | 0.5695 | 0.5844 | 0.4943 | 0.4049 | 0.3672 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.8772 | 0.6705 | 0.6294 | 0.6705 | 0.5996 | 0.5008 | 0.4770 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0301 | 0.6039 | 0.6300 | 0.6039 | 0.5303 | 0.4663 | 0.4010 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.9171 | 0.6607 | 0.6297 | 0.6607 | 0.5925 | 0.4852 | 0.4613 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9938 | 0.5779 | 0.4150 | 0.5779 | 0.4825 | 0.3861 | 0.3585 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.8746 | 0.6721 | 0.6569 | 0.6721 | 0.6058 | 0.5036 | 0.4821 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 0.9878 | 0.5974 | 0.4221 | 0.5974 | 0.4944 | 0.4185 | 0.3857 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.8459 | 0.6818 | 0.6443 | 0.6818 | 0.6118 | 0.5217 | 0.4957 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 0.9819 | 0.5974 | 0.4206 | 0.5974 | 0.4936 | 0.4177 | 0.3852 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.7846 | 0.6997 | 0.6898 | 0.6997 | 0.6421 | 0.5479 | 0.5273 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 0.9807 | 0.6039 | 0.5544 | 0.6039 | 0.5339 | 0.4265 | 0.4036 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.7942 | 0.6851 | 0.6650 | 0.6851 | 0.6496 | 0.5242 | 0.5127 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 0.9081 | 0.6299 | 0.5505 | 0.6299 | 0.5709 | 0.4707 | 0.4488 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.7705 | 0.6932 | 0.6648 | 0.6932 | 0.6504 | 0.5362 | 0.5231 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 0.9331 | 0.6039 | 0.5275 | 0.6039 | 0.5299 | 0.4310 | 0.4034 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.7379 | 0.7110 | 0.6892 | 0.7110 | 0.6740 | 0.5644 | 0.5525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.0060 | 0.6039 | 0.6049 | 0.6039 | 0.5802 | 0.4450 | 0.4285 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.7310 | 0.7127 | 0.6971 | 0.7127 | 0.6900 | 0.5688 | 0.5631 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.0665 | 0.5909 | 0.5331 | 0.5909 | 0.5376 | 0.4090 | 0.3974 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.7008 | 0.7208 | 0.7012 | 0.7208 | 0.7024 | 0.5820 | 0.5775 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.0301 | 0.6104 | 0.5669 | 0.6104 | 0.5544 | 0.4360 | 0.4175 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.6747 | 0.7500 | 0.7403 | 0.7500 | 0.7214 | 0.6260 | 0.6155 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 0.9750 | 0.6169 | 0.5875 | 0.6169 | 0.5828 | 0.4559 | 0.4406 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.7047 | 0.7273 | 0.7131 | 0.7273 | 0.7066 | 0.5922 | 0.5848 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.0941 | 0.6169 | 0.5626 | 0.6169 | 0.5603 | 0.4458 | 0.4291 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.6628 | 0.7224 | 0.7068 | 0.7224 | 0.7059 | 0.5859 | 0.5808 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.3220 | 0.5909 | 0.5357 | 0.5909 | 0.5061 | 0.4103 | 0.3786 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.6012 | 0.7695 | 0.7670 | 0.7695 | 0.7511 | 0.6562 | 0.6483 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.2887 | 0.5519 | 0.5501 | 0.5519 | 0.5195 | 0.3553 | 0.3450 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 2.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.6550 | 0.7630 | 0.7551 | 0.7630 | 0.7575 | 0.6499 | 0.6491 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.1334 | 0.5974 | 0.5609 | 0.5974 | 0.5522 | 0.4166 | 0.4030 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 2.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.5859 | 0.7711 | 0.7606 | 0.7711 | 0.7622 | 0.6603 | 0.6581 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.0813 | 0.6299 | 0.5953 | 0.6299 | 0.5964 | 0.4680 | 0.4575 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.5262 | 0.7906 | 0.7801 | 0.7906 | 0.7801 | 0.6888 | 0.6860 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.0946 | 0.6234 | 0.6030 | 0.6234 | 0.5857 | 0.4577 | 0.4449 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.4928 | 0.8101 | 0.8021 | 0.8101 | 0.7984 | 0.7179 | 0.7141 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.1502 | 0.6104 | 0.6024 | 0.6104 | 0.5977 | 0.4447 | 0.4387 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.4749 | 0.8312 | 0.8257 | 0.8312 | 0.8246 | 0.7502 | 0.7481 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 22.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.2930 | 0.5649 | 0.5550 | 0.5649 | 0.5570 | 0.3883 | 0.3867 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 2.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.5337 | 0.8068 | 0.7998 | 0.8068 | 0.8017 | 0.7146 | 0.7137 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.4096 | 0.6104 | 0.5757 | 0.6104 | 0.5475 | 0.4364 | 0.4156 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.4859 | 0.8117 | 0.8081 | 0.8117 | 0.8040 | 0.7215 | 0.7186 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 22.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.2993 | 0.5909 | 0.5475 | 0.5909 | 0.5578 | 0.4112 | 0.4050 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.4629 | 0.8166 | 0.8114 | 0.8166 | 0.8062 | 0.7284 | 0.7241 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 1.1240 | 0.6169 | 0.5959 | 0.6169 | 0.5676 | 0.4483 | 0.4291 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.4272 | 0.8442 | 0.8430 | 0.8442 | 0.8398 | 0.7701 | 0.7678 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.2103 | 0.5649 | 0.5638 | 0.5649 | 0.5623 | 0.3889 | 0.3879 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.4124 | 0.8490 | 0.8458 | 0.8490 | 0.8467 | 0.7781 | 0.7776 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.4071 | 0.6039 | 0.5831 | 0.6039 | 0.5844 | 0.4311 | 0.4257 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.4326 | 0.8523 | 0.8493 | 0.8523 | 0.8468 | 0.7818 | 0.7796 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.3055 | 0.6558 | 0.6480 | 0.6558 | 0.6398 | 0.5103 | 0.5023 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.4230 | 0.8653 | 0.8621 | 0.8653 | 0.8627 | 0.8018 | 0.8012 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 1.3572 | 0.6104 | 0.6124 | 0.6104 | 0.6069 | 0.4479 | 0.4447 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.3743 | 0.8490 | 0.8463 | 0.8490 | 0.8467 | 0.7776 | 0.7770 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 1.3269 | 0.6558 | 0.6469 | 0.6558 | 0.6232 | 0.5098 | 0.4932 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.3578 | 0.8701 | 0.8675 | 0.8701 | 0.8674 | 0.8088 | 0.8081 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 1.2746 | 0.6299 | 0.6418 | 0.6299 | 0.6307 | 0.4800 | 0.4764 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.38batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.3237 | 0.8750 | 0.8731 | 0.8750 | 0.8728 | 0.8159 | 0.8153 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 1.7027 | 0.6104 | 0.5758 | 0.6104 | 0.5773 | 0.4379 | 0.4295 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.2776 | 0.8929 | 0.8903 | 0.8929 | 0.8908 | 0.8424 | 0.8420 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 1.7233 | 0.6234 | 0.6244 | 0.6234 | 0.6115 | 0.4647 | 0.4557 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.3157 | 0.8864 | 0.8858 | 0.8864 | 0.8850 | 0.8331 | 0.8325 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 1.4962 | 0.6429 | 0.6274 | 0.6429 | 0.6233 | 0.4869 | 0.4808 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.2771 | 0.9042 | 0.9034 | 0.9042 | 0.9033 | 0.8595 | 0.8592 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 1.8003 | 0.6104 | 0.5713 | 0.6104 | 0.5607 | 0.4365 | 0.4211 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.30batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.2980 | 0.8831 | 0.8814 | 0.8831 | 0.8819 | 0.8284 | 0.8283 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.0184 | 0.5909 | 0.5670 | 0.5909 | 0.5716 | 0.4121 | 0.4083 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.2822 | 0.8977 | 0.8961 | 0.8977 | 0.8952 | 0.8496 | 0.8486 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 1.7456 | 0.5844 | 0.5603 | 0.5844 | 0.5617 | 0.4035 | 0.3987 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.3023 | 0.8977 | 0.8987 | 0.8977 | 0.8981 | 0.8508 | 0.8507 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 1.9686 | 0.6039 | 0.5781 | 0.6039 | 0.5836 | 0.4359 | 0.4319 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9081240624189377 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3746 | 0.3734 | 0.3186 | 0.3734 | 0.2951 | 0.0250 | 0.0190 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3054 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.1783 | 0.5049 | 0.3850 | 0.5049 | 0.4334 | 0.2229 | 0.2065 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3740 | 0.5455 | 0.3799 | 0.5455 | 0.4473 | 0.3321 | 0.3024 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1929 | 0.5276 | 0.4080 | 0.5276 | 0.4528 | 0.2625 | 0.2382 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1984 | 0.5195 | 0.3602 | 0.5195 | 0.4250 | 0.2881 | 0.2627 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1793 | 0.5536 | 0.4185 | 0.5536 | 0.4765 | 0.3011 | 0.2830 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1029 | 0.5519 | 0.3939 | 0.5519 | 0.4554 | 0.3506 | 0.3152 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1161 | 0.5698 | 0.4357 | 0.5698 | 0.4913 | 0.3331 | 0.3102 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1594 | 0.5455 | 0.3883 | 0.5455 | 0.4494 | 0.3396 | 0.3052 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0844 | 0.5877 | 0.4440 | 0.5877 | 0.5057 | 0.3595 | 0.3377 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0847 | 0.5584 | 0.3876 | 0.5584 | 0.4565 | 0.3546 | 0.3221 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0737 | 0.5942 | 0.4485 | 0.5942 | 0.5112 | 0.3702 | 0.3478 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0713 | 0.5584 | 0.3912 | 0.5584 | 0.4591 | 0.3556 | 0.3240 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.35batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0167 | 0.5974 | 0.4509 | 0.5974 | 0.5139 | 0.3757 | 0.3530 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 21.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0433 | 0.5519 | 0.3937 | 0.5519 | 0.4546 | 0.3517 | 0.3153 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 2.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0150 | 0.6006 | 0.4555 | 0.6006 | 0.5179 | 0.3819 | 0.3595 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0424 | 0.5584 | 0.5531 | 0.5584 | 0.4712 | 0.3668 | 0.3270 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9264 | 0.6266 | 0.5637 | 0.6266 | 0.5440 | 0.4256 | 0.4011 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0041 | 0.5714 | 0.5055 | 0.5714 | 0.5023 | 0.4062 | 0.3569 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.8726 | 0.6494 | 0.6237 | 0.6494 | 0.6093 | 0.4681 | 0.4572 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0576 | 0.5714 | 0.4508 | 0.5714 | 0.4988 | 0.3785 | 0.3592 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8027 | 0.6672 | 0.6779 | 0.6672 | 0.6241 | 0.4960 | 0.4818 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.1176 | 0.5649 | 0.5308 | 0.5649 | 0.5087 | 0.3705 | 0.3487 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.7947 | 0.6656 | 0.6445 | 0.6656 | 0.6490 | 0.4989 | 0.4956 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.1546 | 0.5325 | 0.4904 | 0.5325 | 0.4519 | 0.3660 | 0.2930 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.7814 | 0.6948 | 0.6943 | 0.6948 | 0.6724 | 0.5406 | 0.5315 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9618 | 0.6169 | 0.6123 | 0.6169 | 0.5856 | 0.4495 | 0.4396 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7581 | 0.7045 | 0.6917 | 0.7045 | 0.6904 | 0.5593 | 0.5547 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.1247 | 0.6104 | 0.6219 | 0.6104 | 0.5772 | 0.4549 | 0.4276 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6786 | 0.7419 | 0.7405 | 0.7419 | 0.7330 | 0.6163 | 0.6132 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.1316 | 0.6364 | 0.6154 | 0.6364 | 0.6079 | 0.4783 | 0.4686 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.5726 | 0.7841 | 0.7871 | 0.7841 | 0.7787 | 0.6809 | 0.6775 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0968 | 0.6364 | 0.6179 | 0.6364 | 0.6157 | 0.4776 | 0.4723 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.5012 | 0.8101 | 0.8147 | 0.8101 | 0.8093 | 0.7215 | 0.7206 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.2257 | 0.6104 | 0.5734 | 0.6104 | 0.5808 | 0.4384 | 0.4317 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.4144 | 0.8263 | 0.8280 | 0.8263 | 0.8247 | 0.7446 | 0.7439 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.4586 | 0.6299 | 0.5849 | 0.6299 | 0.5968 | 0.4679 | 0.4608 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.4443 | 0.8409 | 0.8393 | 0.8409 | 0.8371 | 0.7657 | 0.7637 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.3045 | 0.6364 | 0.5894 | 0.6364 | 0.5998 | 0.4768 | 0.4677 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.3386 | 0.8815 | 0.8802 | 0.8815 | 0.8795 | 0.8256 | 0.8248 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.6646 | 0.6299 | 0.5749 | 0.6299 | 0.5799 | 0.4660 | 0.4520 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.2797 | 0.8896 | 0.8918 | 0.8896 | 0.8902 | 0.8388 | 0.8386 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.7644 | 0.6429 | 0.5962 | 0.6429 | 0.6055 | 0.4871 | 0.4780 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.2463 | 0.9140 | 0.9146 | 0.9140 | 0.9139 | 0.8741 | 0.8740 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 2.1680 | 0.6169 | 0.5861 | 0.6169 | 0.5852 | 0.4489 | 0.4389 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.2719 | 0.8994 | 0.8978 | 0.8994 | 0.8982 | 0.8524 | 0.8521 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.8308 | 0.5649 | 0.5454 | 0.5649 | 0.5511 | 0.3812 | 0.3792 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.2055 | 0.9221 | 0.9219 | 0.9221 | 0.9217 | 0.8863 | 0.8861 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 2.3545 | 0.5844 | 0.5785 | 0.5844 | 0.5536 | 0.4033 | 0.3957 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.1917 | 0.9351 | 0.9346 | 0.9351 | 0.9346 | 0.9049 | 0.9048 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 2.4934 | 0.5519 | 0.6165 | 0.5519 | 0.5473 | 0.3918 | 0.3756 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2454 | 0.9091 | 0.9109 | 0.9091 | 0.9095 | 0.8676 | 0.8674 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.8375 | 0.6299 | 0.6225 | 0.6299 | 0.6106 | 0.4719 | 0.4648 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.1770 | 0.9383 | 0.9383 | 0.9383 | 0.9382 | 0.9098 | 0.9097 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.9923 | 0.6234 | 0.5916 | 0.6234 | 0.5882 | 0.4584 | 0.4488 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.1705 | 0.9383 | 0.9383 | 0.9383 | 0.9383 | 0.9099 | 0.9098 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.2797 | 0.5325 | 0.5276 | 0.5325 | 0.5073 | 0.3344 | 0.3247 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1166 | 0.9562 | 0.9563 | 0.9562 | 0.9559 | 0.9358 | 0.9357 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.4425 | 0.5974 | 0.5975 | 0.5974 | 0.5796 | 0.4241 | 0.4186 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.40batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.0775 | 0.9692 | 0.9693 | 0.9692 | 0.9692 | 0.9550 | 0.9549 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.5843 | 0.6104 | 0.6009 | 0.6104 | 0.5955 | 0.4443 | 0.4408 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.0637 | 0.9740 | 0.9746 | 0.9740 | 0.9742 | 0.9623 | 0.9622 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 3.2661 | 0.5974 | 0.5702 | 0.5974 | 0.5589 | 0.4190 | 0.4057 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1093 | 0.9692 | 0.9691 | 0.9692 | 0.9691 | 0.9549 | 0.9549 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.8088 | 0.6104 | 0.5908 | 0.6104 | 0.5945 | 0.4460 | 0.4417 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1167 | 0.9594 | 0.9594 | 0.9594 | 0.9592 | 0.9406 | 0.9405 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 3.0049 | 0.5649 | 0.5486 | 0.5649 | 0.5393 | 0.3787 | 0.3680 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1239 | 0.9578 | 0.9587 | 0.9578 | 0.9580 | 0.9386 | 0.9384 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 3.4633 | 0.5649 | 0.5189 | 0.5649 | 0.5224 | 0.3701 | 0.3578 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.2579 | 0.9221 | 0.9222 | 0.9221 | 0.9219 | 0.8863 | 0.8861 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.4670 | 0.5649 | 0.5780 | 0.5649 | 0.5439 | 0.3932 | 0.3777 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1657 | 0.9399 | 0.9420 | 0.9399 | 0.9400 | 0.9132 | 0.9122 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.1577 | 0.6364 | 0.6137 | 0.6364 | 0.6063 | 0.4772 | 0.4669 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0825 | 0.9773 | 0.9776 | 0.9773 | 0.9772 | 0.9669 | 0.9667 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.6664 | 0.5974 | 0.6023 | 0.5974 | 0.5950 | 0.4332 | 0.4313 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0376 | 0.9886 | 0.9887 | 0.9886 | 0.9887 | 0.9834 | 0.9834 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.7816 | 0.6169 | 0.5911 | 0.6169 | 0.5891 | 0.4483 | 0.4412 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0383 | 0.9886 | 0.9888 | 0.9886 | 0.9884 | 0.9835 | 0.9833 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.6899 | 0.6039 | 0.5969 | 0.6039 | 0.5977 | 0.4426 | 0.4410 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0309 | 0.9886 | 0.9892 | 0.9886 | 0.9888 | 0.9836 | 0.9835 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 3.0961 | 0.6429 | 0.6138 | 0.6429 | 0.6131 | 0.4860 | 0.4775 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0220 | 0.9951 | 0.9952 | 0.9951 | 0.9951 | 0.9929 | 0.9929 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.8387 | 0.6364 | 0.6112 | 0.6364 | 0.6182 | 0.4792 | 0.4758 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0315 | 0.9903 | 0.9904 | 0.9903 | 0.9903 | 0.9858 | 0.9858 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 4.0455 | 0.6234 | 0.6046 | 0.6234 | 0.6074 | 0.4614 | 0.4582 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1053 | 0.9675 | 0.9675 | 0.9675 | 0.9675 | 0.9525 | 0.9525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.2887 | 0.6039 | 0.5915 | 0.6039 | 0.5904 | 0.4375 | 0.4341 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1304 | 0.9610 | 0.9615 | 0.9610 | 0.9612 | 0.9433 | 0.9432 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.6108 | 0.6688 | 0.6519 | 0.6688 | 0.6560 | 0.5271 | 0.5246 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0569 | 0.9805 | 0.9808 | 0.9805 | 0.9805 | 0.9717 | 0.9716 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.4642 | 0.6039 | 0.5707 | 0.6039 | 0.5733 | 0.4281 | 0.4209 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00, 1.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0953 | 0.9692 | 0.9691 | 0.9692 | 0.9690 | 0.9549 | 0.9548 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:02<00:00, 8.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.4428 | 0.6039 | 0.5676 | 0.6039 | 0.5707 | 0.4310 | 0.4207 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:04<00:00, 2.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0361 | 0.9886 | 0.9887 | 0.9886 | 0.9887 | 0.9834 | 0.9834 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 11.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.3246 | 0.6364 | 0.6240 | 0.6364 | 0.6292 | 0.4841 | 0.4835 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00, 1.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0328 | 0.9838 | 0.9838 | 0.9838 | 0.9837 | 0.9763 | 0.9762 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 10.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.7905 | 0.5909 | 0.5825 | 0.5909 | 0.5753 | 0.4231 | 0.4172 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:06<00:00, 1.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0128 | 0.9951 | 0.9953 | 0.9951 | 0.9952 | 0.9929 | 0.9929 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 3.0102 | 0.6299 | 0.6087 | 0.6299 | 0.6087 | 0.4679 | 0.4626 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9618382588028908 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00, 1.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.3121 | 0.3490 | 0.2812 | 0.3490 | 0.2670 | -0.0188 | -0.0146 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 10.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3046 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00, 1.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2713 | 0.3896 | 0.2905 | 0.3896 | 0.3244 | 0.0166 | 0.0147 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 11.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2525 | 0.3571 | 0.1292 | 0.3571 | 0.1898 | 0.0019 | 0.0004 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2022 | 0.5097 | 0.3984 | 0.5097 | 0.4309 | 0.2394 | 0.2081 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.4864 | 0.3961 | 0.4782 | 0.3961 | 0.2787 | 0.2047 | 0.0867 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1465 | 0.5341 | 0.4029 | 0.5341 | 0.4592 | 0.2673 | 0.2511 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1286 | 0.5519 | 0.4021 | 0.5519 | 0.4574 | 0.3566 | 0.3158 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0970 | 0.5990 | 0.4559 | 0.5990 | 0.5161 | 0.3817 | 0.3568 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0638 | 0.5714 | 0.4013 | 0.5714 | 0.4702 | 0.3779 | 0.3440 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0787 | 0.5925 | 0.4498 | 0.5925 | 0.5103 | 0.3696 | 0.3461 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0601 | 0.5649 | 0.4116 | 0.5649 | 0.4673 | 0.3804 | 0.3358 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0719 | 0.6006 | 0.4558 | 0.6006 | 0.5173 | 0.3833 | 0.3591 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0603 | 0.5714 | 0.3986 | 0.5714 | 0.4693 | 0.3761 | 0.3435 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0543 | 0.6088 | 0.4600 | 0.6088 | 0.5239 | 0.3956 | 0.3717 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.2147 | 0.5065 | 0.4511 | 0.5065 | 0.4180 | 0.3492 | 0.2506 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0930 | 0.5942 | 0.4614 | 0.5942 | 0.5116 | 0.3833 | 0.3502 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.1453 | 0.5519 | 0.4043 | 0.5519 | 0.4561 | 0.3610 | 0.3162 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 1.0067 | 0.6234 | 0.4707 | 0.6234 | 0.5364 | 0.4202 | 0.3949 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.1149 | 0.5974 | 0.4185 | 0.5974 | 0.4909 | 0.4216 | 0.3838 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9795 | 0.6250 | 0.4718 | 0.6250 | 0.5377 | 0.4229 | 0.3974 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9862 | 0.6169 | 0.4292 | 0.6169 | 0.5049 | 0.4534 | 0.4118 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9622 | 0.6445 | 0.4870 | 0.6445 | 0.5547 | 0.4565 | 0.4290 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.1323 | 0.5260 | 0.4769 | 0.5260 | 0.4415 | 0.3854 | 0.2801 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9953 | 0.6104 | 0.4609 | 0.6104 | 0.5252 | 0.3980 | 0.3740 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9539 | 0.6039 | 0.4224 | 0.6039 | 0.4964 | 0.4314 | 0.3935 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.9540 | 0.6445 | 0.4875 | 0.6445 | 0.5549 | 0.4568 | 0.4291 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9785 | 0.6039 | 0.4333 | 0.6039 | 0.4984 | 0.4416 | 0.3948 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.9337 | 0.6364 | 0.4843 | 0.6364 | 0.5495 | 0.4432 | 0.4173 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9751 | 0.6299 | 0.5895 | 0.6299 | 0.5268 | 0.4756 | 0.4347 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.8847 | 0.6510 | 0.6034 | 0.6510 | 0.5642 | 0.4683 | 0.4408 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 0.9525 | 0.6169 | 0.4304 | 0.6169 | 0.5067 | 0.4523 | 0.4132 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.8977 | 0.6607 | 0.6550 | 0.6607 | 0.5791 | 0.4850 | 0.4575 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.1043 | 0.5519 | 0.4630 | 0.5519 | 0.4579 | 0.3492 | 0.3135 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.8648 | 0.6721 | 0.6581 | 0.6721 | 0.6031 | 0.5043 | 0.4797 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 0.9387 | 0.6364 | 0.6699 | 0.6364 | 0.5659 | 0.4781 | 0.4510 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.8756 | 0.6705 | 0.6358 | 0.6705 | 0.6312 | 0.5021 | 0.4908 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 0.9895 | 0.6039 | 0.6725 | 0.6039 | 0.5630 | 0.4376 | 0.4235 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.8539 | 0.6883 | 0.6444 | 0.6883 | 0.6382 | 0.5305 | 0.5141 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.75batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 0.8926 | 0.6299 | 0.5914 | 0.6299 | 0.5689 | 0.4663 | 0.4461 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.36batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.8009 | 0.6916 | 0.6666 | 0.6916 | 0.6560 | 0.5337 | 0.5232 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 0.9220 | 0.6494 | 0.7226 | 0.6494 | 0.5702 | 0.5059 | 0.4687 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.7840 | 0.6932 | 0.6480 | 0.6932 | 0.6543 | 0.5410 | 0.5319 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 0.9531 | 0.6299 | 0.5720 | 0.6299 | 0.5691 | 0.4820 | 0.4477 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.7693 | 0.7013 | 0.6899 | 0.7013 | 0.6622 | 0.5526 | 0.5356 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 0.8613 | 0.6688 | 0.6887 | 0.6688 | 0.6382 | 0.5310 | 0.5157 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.6429 | 0.7419 | 0.7222 | 0.7419 | 0.7170 | 0.6146 | 0.6066 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 0.9852 | 0.6299 | 0.5923 | 0.6299 | 0.5877 | 0.4690 | 0.4566 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.5861 | 0.7468 | 0.7409 | 0.7468 | 0.7380 | 0.6237 | 0.6211 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 0.9470 | 0.6688 | 0.6517 | 0.6688 | 0.6551 | 0.5287 | 0.5262 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.6049 | 0.7727 | 0.7644 | 0.7727 | 0.7674 | 0.6648 | 0.6641 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 0.9859 | 0.6234 | 0.6096 | 0.6234 | 0.6022 | 0.4611 | 0.4524 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.6043 | 0.7662 | 0.7515 | 0.7662 | 0.7481 | 0.6513 | 0.6454 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.0338 | 0.6299 | 0.6027 | 0.6299 | 0.5759 | 0.4671 | 0.4480 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.6061 | 0.7630 | 0.7514 | 0.7630 | 0.7527 | 0.6476 | 0.6452 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.1864 | 0.6234 | 0.6037 | 0.6234 | 0.5880 | 0.4624 | 0.4457 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 2.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.5317 | 0.7938 | 0.7858 | 0.7938 | 0.7769 | 0.6936 | 0.6869 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:42<00:00, 2.14s/batch]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.0129 | 0.6948 | 0.6762 | 0.6948 | 0.6765 | 0.5637 | 0.5587 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00, 1.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.4803 | 0.8003 | 0.7889 | 0.8003 | 0.7919 | 0.7046 | 0.7029 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.0808 | 0.6558 | 0.6455 | 0.6558 | 0.6413 | 0.5104 | 0.5041 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00, 1.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.4321 | 0.8312 | 0.8279 | 0.8312 | 0.8268 | 0.7506 | 0.7494 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.4554 | 0.6688 | 0.6371 | 0.6688 | 0.6453 | 0.5270 | 0.5214 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00, 1.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.4270 | 0.8360 | 0.8322 | 0.8360 | 0.8335 | 0.7587 | 0.7583 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.2699 | 0.6299 | 0.6246 | 0.6299 | 0.6154 | 0.4732 | 0.4676 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00, 1.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.3664 | 0.8506 | 0.8457 | 0.8506 | 0.8468 | 0.7800 | 0.7791 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.4296 | 0.6299 | 0.6583 | 0.6299 | 0.6334 | 0.4905 | 0.4847 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00, 1.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.4220 | 0.8539 | 0.8494 | 0.8539 | 0.8500 | 0.7847 | 0.7836 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.5483 | 0.6299 | 0.6116 | 0.6299 | 0.6093 | 0.4702 | 0.4629 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00, 1.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.4606 | 0.8312 | 0.8258 | 0.8312 | 0.8265 | 0.7506 | 0.7495 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.75batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.2454 | 0.6299 | 0.6631 | 0.6299 | 0.6187 | 0.4758 | 0.4700 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00, 1.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.4370 | 0.8360 | 0.8316 | 0.8360 | 0.8310 | 0.7588 | 0.7575 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.4388 | 0.6364 | 0.6637 | 0.6364 | 0.6408 | 0.4951 | 0.4896 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:04<00:00, 2.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.3977 | 0.8604 | 0.8586 | 0.8604 | 0.8565 | 0.7945 | 0.7926 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 1.1990 | 0.7078 | 0.6990 | 0.7078 | 0.6988 | 0.5884 | 0.5864 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.3957 | 0.8685 | 0.8664 | 0.8685 | 0.8667 | 0.8069 | 0.8065 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.6415 | 0.6299 | 0.6416 | 0.6299 | 0.6095 | 0.4727 | 0.4607 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.3032 | 0.8912 | 0.8899 | 0.8912 | 0.8902 | 0.8404 | 0.8402 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.8850 | 0.6494 | 0.6473 | 0.6494 | 0.6388 | 0.5063 | 0.4991 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.3395 | 0.8766 | 0.8755 | 0.8766 | 0.8760 | 0.8194 | 0.8193 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.7047 | 0.6623 | 0.6719 | 0.6623 | 0.6548 | 0.5229 | 0.5171 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.3212 | 0.8912 | 0.8900 | 0.8912 | 0.8897 | 0.8402 | 0.8396 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.0674 | 0.6429 | 0.6624 | 0.6429 | 0.6308 | 0.4962 | 0.4831 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.3385 | 0.8864 | 0.8860 | 0.8864 | 0.8857 | 0.8338 | 0.8336 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 1.7014 | 0.6429 | 0.6212 | 0.6429 | 0.6147 | 0.4867 | 0.4786 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.55batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.3104 | 0.8864 | 0.8847 | 0.8864 | 0.8838 | 0.8326 | 0.8317 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 1.5240 | 0.6818 | 0.6714 | 0.6818 | 0.6741 | 0.5472 | 0.5458 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.2182 | 0.9156 | 0.9153 | 0.9156 | 0.9150 | 0.8765 | 0.8762 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 1.8888 | 0.6753 | 0.6776 | 0.6753 | 0.6602 | 0.5356 | 0.5297 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.2112 | 0.9269 | 0.9268 | 0.9269 | 0.9265 | 0.8930 | 0.8928 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.93batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 1.9118 | 0.6883 | 0.6840 | 0.6883 | 0.6827 | 0.5574 | 0.5559 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.1745 | 0.9432 | 0.9431 | 0.9432 | 0.9430 | 0.9168 | 0.9168 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.3257 | 0.6494 | 0.6553 | 0.6494 | 0.6399 | 0.4980 | 0.4939 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.1714 | 0.9351 | 0.9343 | 0.9351 | 0.9344 | 0.9049 | 0.9047 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.5835 | 0.6688 | 0.6633 | 0.6688 | 0.6659 | 0.5332 | 0.5331 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1293 | 0.9464 | 0.9464 | 0.9464 | 0.9464 | 0.9217 | 0.9217 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 3.3817 | 0.6494 | 0.6471 | 0.6494 | 0.6320 | 0.5038 | 0.4934 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1754 | 0.9351 | 0.9348 | 0.9351 | 0.9349 | 0.9050 | 0.9050 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.5837 | 0.6818 | 0.6747 | 0.6818 | 0.6712 | 0.5494 | 0.5441 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.1897 | 0.9383 | 0.9378 | 0.9383 | 0.9372 | 0.9096 | 0.9091 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.6127 | 0.6623 | 0.6464 | 0.6623 | 0.6529 | 0.5209 | 0.5198 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.8612949788570404 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.8536 | 0.3782 | 0.3004 | 0.3782 | 0.2996 | 0.0127 | 0.0096 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2989 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 2 | Train | 1.2665 | 0.3718 | 0.2886 | 0.3718 | 0.3024 | -0.0027 | -0.0022 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2894 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 3 | Train | 1.2709 | 0.3718 | 0.2792 | 0.3718 | 0.3093 | -0.0165 | -0.0145 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2789 | 0.3701 | 0.2998 | 0.3701 | 0.2158 | 0.0711 | 0.0210 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.2389 | 0.3864 | 0.2882 | 0.3864 | 0.3249 | 0.0115 | 0.0104 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.2702 | 0.3571 | 0.1284 | 0.3571 | 0.1889 | 0.0013 | 0.0002 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.2210 | 0.3864 | 0.1493 | 0.3864 | 0.2154 | 0.0000 | 0.0000 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.2482 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.1995 | 0.4221 | 0.3905 | 0.4221 | 0.2902 | 0.1308 | 0.0599 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.81batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.1864 | 0.5390 | 0.3747 | 0.5390 | 0.4421 | 0.3209 | 0.2934 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.1588 | 0.5373 | 0.4056 | 0.5373 | 0.4623 | 0.2732 | 0.2567 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.1428 | 0.5000 | 0.3547 | 0.5000 | 0.4111 | 0.2623 | 0.2358 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.1255 | 0.5731 | 0.4324 | 0.5731 | 0.4927 | 0.3341 | 0.3136 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0758 | 0.5519 | 0.3839 | 0.5519 | 0.4527 | 0.3429 | 0.3134 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0755 | 0.5893 | 0.4448 | 0.5893 | 0.5069 | 0.3618 | 0.3398 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0394 | 0.5649 | 0.4015 | 0.5649 | 0.4661 | 0.3708 | 0.3348 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 1.0549 | 0.5925 | 0.4473 | 0.5925 | 0.5096 | 0.3674 | 0.3449 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.75batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 0.9718 | 0.6104 | 0.4287 | 0.6104 | 0.5020 | 0.4441 | 0.4038 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9710 | 0.6250 | 0.4723 | 0.6250 | 0.5379 | 0.4232 | 0.3977 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9668 | 0.5649 | 0.3951 | 0.5649 | 0.4594 | 0.3721 | 0.3309 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9574 | 0.6218 | 0.5246 | 0.6218 | 0.5440 | 0.4186 | 0.3950 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0724 | 0.5844 | 0.5058 | 0.5844 | 0.5143 | 0.4286 | 0.3773 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 1.0204 | 0.5974 | 0.5010 | 0.5974 | 0.5322 | 0.3816 | 0.3626 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9490 | 0.6299 | 0.6643 | 0.6299 | 0.5532 | 0.4688 | 0.4392 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.9176 | 0.6640 | 0.5642 | 0.6640 | 0.6036 | 0.4910 | 0.4736 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0724 | 0.5390 | 0.4365 | 0.5390 | 0.4586 | 0.3308 | 0.3012 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.9481 | 0.6299 | 0.6678 | 0.6299 | 0.5763 | 0.4378 | 0.4243 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.8879 | 0.6494 | 0.6890 | 0.6494 | 0.5874 | 0.5096 | 0.4723 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.8628 | 0.6672 | 0.6175 | 0.6672 | 0.6198 | 0.4983 | 0.4832 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0276 | 0.5974 | 0.6060 | 0.5974 | 0.5515 | 0.4207 | 0.3982 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.8873 | 0.6542 | 0.6429 | 0.6542 | 0.6113 | 0.4776 | 0.4660 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9965 | 0.6104 | 0.5237 | 0.6104 | 0.5428 | 0.4416 | 0.4135 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.8243 | 0.6753 | 0.6447 | 0.6753 | 0.6390 | 0.5116 | 0.5005 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 0.9160 | 0.6104 | 0.5576 | 0.6104 | 0.5568 | 0.4356 | 0.4205 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.8399 | 0.6769 | 0.6541 | 0.6769 | 0.6498 | 0.5124 | 0.5047 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 0.9181 | 0.6429 | 0.6121 | 0.6429 | 0.6004 | 0.4897 | 0.4730 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.7847 | 0.6997 | 0.6735 | 0.6997 | 0.6783 | 0.5505 | 0.5456 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.0050 | 0.6299 | 0.5931 | 0.6299 | 0.5656 | 0.4676 | 0.4450 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.7576 | 0.7321 | 0.7091 | 0.7321 | 0.7064 | 0.5986 | 0.5907 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 0.8731 | 0.6494 | 0.6159 | 0.6494 | 0.6162 | 0.4959 | 0.4872 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.7056 | 0.7273 | 0.7159 | 0.7273 | 0.7091 | 0.5934 | 0.5881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 0.8766 | 0.6429 | 0.6050 | 0.6429 | 0.6041 | 0.4856 | 0.4751 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.6623 | 0.7614 | 0.7498 | 0.7614 | 0.7442 | 0.6445 | 0.6387 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 0.9173 | 0.6494 | 0.6302 | 0.6494 | 0.6264 | 0.4984 | 0.4903 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.37batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.6135 | 0.7857 | 0.7782 | 0.7857 | 0.7740 | 0.6813 | 0.6771 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 0.9003 | 0.6558 | 0.6360 | 0.6558 | 0.6345 | 0.5099 | 0.5051 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.5586 | 0.7922 | 0.7872 | 0.7922 | 0.7862 | 0.6918 | 0.6899 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 0.9687 | 0.6688 | 0.6551 | 0.6688 | 0.6279 | 0.5263 | 0.5100 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.5564 | 0.8036 | 0.7983 | 0.8036 | 0.7972 | 0.7091 | 0.7071 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.0842 | 0.6364 | 0.5872 | 0.6364 | 0.5882 | 0.4754 | 0.4612 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.5632 | 0.7857 | 0.7779 | 0.7857 | 0.7748 | 0.6818 | 0.6779 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.0350 | 0.6818 | 0.6532 | 0.6818 | 0.6514 | 0.5440 | 0.5345 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.4656 | 0.8393 | 0.8369 | 0.8393 | 0.8344 | 0.7632 | 0.7615 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.1684 | 0.6429 | 0.6054 | 0.6429 | 0.6093 | 0.4877 | 0.4780 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.35batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.4004 | 0.8506 | 0.8490 | 0.8506 | 0.8470 | 0.7796 | 0.7779 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.0368 | 0.6558 | 0.6416 | 0.6558 | 0.6344 | 0.5065 | 0.4991 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.3130 | 0.8701 | 0.8687 | 0.8701 | 0.8685 | 0.8096 | 0.8089 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.3255 | 0.6558 | 0.6345 | 0.6558 | 0.6367 | 0.5086 | 0.5036 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.3381 | 0.8815 | 0.8810 | 0.8815 | 0.8772 | 0.8258 | 0.8235 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.4640 | 0.6429 | 0.6140 | 0.6429 | 0.6163 | 0.4888 | 0.4808 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.2461 | 0.8929 | 0.8904 | 0.8929 | 0.8901 | 0.8424 | 0.8415 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.6104 | 0.6429 | 0.6269 | 0.6429 | 0.6310 | 0.4911 | 0.4891 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.2348 | 0.9237 | 0.9229 | 0.9237 | 0.9228 | 0.8881 | 0.8878 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.9441 | 0.6234 | 0.6269 | 0.6234 | 0.6173 | 0.4668 | 0.4642 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.3565 | 0.8782 | 0.8770 | 0.8782 | 0.8755 | 0.8210 | 0.8199 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.3744 | 0.6104 | 0.5896 | 0.6104 | 0.5976 | 0.4445 | 0.4430 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.3453 | 0.8799 | 0.8819 | 0.8799 | 0.8794 | 0.8232 | 0.8223 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.0882 | 0.6688 | 0.6485 | 0.6688 | 0.6537 | 0.5271 | 0.5240 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.2657 | 0.9107 | 0.9101 | 0.9107 | 0.9100 | 0.8692 | 0.8690 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.8546 | 0.6169 | 0.6002 | 0.6169 | 0.5834 | 0.4522 | 0.4363 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1869 | 0.9351 | 0.9350 | 0.9351 | 0.9349 | 0.9049 | 0.9048 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 1.7104 | 0.6558 | 0.6319 | 0.6558 | 0.6133 | 0.5058 | 0.4906 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.1696 | 0.9416 | 0.9412 | 0.9416 | 0.9413 | 0.9144 | 0.9144 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.6500 | 0.6169 | 0.6105 | 0.6169 | 0.6102 | 0.4613 | 0.4590 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1875 | 0.9302 | 0.9308 | 0.9302 | 0.9290 | 0.8977 | 0.8969 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.6702 | 0.5909 | 0.5917 | 0.5909 | 0.5876 | 0.4277 | 0.4256 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1541 | 0.9529 | 0.9529 | 0.9529 | 0.9529 | 0.9312 | 0.9312 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.9150 | 0.6169 | 0.5680 | 0.6169 | 0.5834 | 0.4498 | 0.4420 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1422 | 0.9578 | 0.9580 | 0.9578 | 0.9576 | 0.9382 | 0.9380 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.1229 | 0.6364 | 0.6371 | 0.6364 | 0.6360 | 0.4878 | 0.4874 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.29batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1447 | 0.9513 | 0.9511 | 0.9513 | 0.9504 | 0.9288 | 0.9284 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 1.8679 | 0.6494 | 0.6275 | 0.6494 | 0.6292 | 0.4970 | 0.4922 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1678 | 0.9562 | 0.9560 | 0.9562 | 0.9560 | 0.9359 | 0.9359 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 1.9240 | 0.6364 | 0.5928 | 0.6364 | 0.5981 | 0.4758 | 0.4650 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1178 | 0.9627 | 0.9626 | 0.9627 | 0.9626 | 0.9454 | 0.9454 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 1.9835 | 0.6234 | 0.6081 | 0.6234 | 0.6084 | 0.4624 | 0.4590 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1462 | 0.9545 | 0.9547 | 0.9545 | 0.9544 | 0.9334 | 0.9333 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 1.7309 | 0.6558 | 0.6531 | 0.6558 | 0.6532 | 0.5169 | 0.5161 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0830 | 0.9740 | 0.9742 | 0.9740 | 0.9740 | 0.9622 | 0.9621 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.2819 | 0.6494 | 0.5925 | 0.6494 | 0.6067 | 0.4953 | 0.4844 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.1566 | 0.9513 | 0.9518 | 0.9513 | 0.9514 | 0.9287 | 0.9287 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 1.8910 | 0.6234 | 0.6359 | 0.6234 | 0.6261 | 0.4722 | 0.4698 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1577 | 0.9464 | 0.9469 | 0.9464 | 0.9464 | 0.9217 | 0.9216 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 1.9665 | 0.6818 | 0.6625 | 0.6818 | 0.6600 | 0.5449 | 0.5386 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1133 | 0.9627 | 0.9629 | 0.9627 | 0.9627 | 0.9455 | 0.9455 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.0790 | 0.6623 | 0.6445 | 0.6623 | 0.6209 | 0.5157 | 0.5012 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0557 | 0.9805 | 0.9806 | 0.9805 | 0.9805 | 0.9716 | 0.9715 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.3459 | 0.6429 | 0.6274 | 0.6429 | 0.6271 | 0.4913 | 0.4867 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.8730902925133706 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3316 | 0.3766 | 0.2963 | 0.3766 | 0.2647 | 0.0168 | 0.0098 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3145 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2472 | 0.3994 | 0.3794 | 0.3994 | 0.2548 | 0.0640 | 0.0221 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2446 | 0.5065 | 0.3684 | 0.5065 | 0.4080 | 0.2874 | 0.2389 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2070 | 0.4903 | 0.3776 | 0.4903 | 0.4195 | 0.2020 | 0.1840 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1802 | 0.5519 | 0.4138 | 0.5519 | 0.4536 | 0.3695 | 0.3091 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1610 | 0.5649 | 0.4435 | 0.5649 | 0.4871 | 0.3311 | 0.2982 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1666 | 0.5584 | 0.3903 | 0.5584 | 0.4582 | 0.3561 | 0.3242 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1128 | 0.5828 | 0.4403 | 0.5828 | 0.5014 | 0.3513 | 0.3300 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0625 | 0.5974 | 0.4153 | 0.5974 | 0.4897 | 0.4190 | 0.3824 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0737 | 0.5877 | 0.4436 | 0.5877 | 0.5054 | 0.3590 | 0.3372 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0560 | 0.5584 | 0.4034 | 0.5584 | 0.4620 | 0.3651 | 0.3255 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0153 | 0.6218 | 0.4693 | 0.6218 | 0.5348 | 0.4173 | 0.3922 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0834 | 0.5909 | 0.4218 | 0.5909 | 0.4882 | 0.4158 | 0.3746 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0345 | 0.6234 | 0.4727 | 0.6234 | 0.5372 | 0.4214 | 0.3958 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0336 | 0.5844 | 0.4065 | 0.5844 | 0.4795 | 0.3971 | 0.3631 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9498 | 0.6282 | 0.4743 | 0.6282 | 0.5405 | 0.4285 | 0.4027 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0427 | 0.6039 | 0.4205 | 0.6039 | 0.4957 | 0.4299 | 0.3930 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9464 | 0.6380 | 0.4814 | 0.6380 | 0.5486 | 0.4452 | 0.4180 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0647 | 0.5974 | 0.4747 | 0.5974 | 0.5037 | 0.4622 | 0.3879 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9825 | 0.6282 | 0.5528 | 0.6282 | 0.5468 | 0.4335 | 0.4051 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0612 | 0.5844 | 0.4080 | 0.5844 | 0.4805 | 0.3965 | 0.3638 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8894 | 0.6591 | 0.6921 | 0.6591 | 0.5909 | 0.4816 | 0.4603 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9918 | 0.6039 | 0.4757 | 0.6039 | 0.5083 | 0.4291 | 0.3969 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8169 | 0.6932 | 0.6802 | 0.6932 | 0.6494 | 0.5372 | 0.5215 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9781 | 0.5909 | 0.4516 | 0.5909 | 0.5024 | 0.4069 | 0.3806 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.7504 | 0.7045 | 0.7064 | 0.7045 | 0.6605 | 0.5556 | 0.5378 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9823 | 0.6234 | 0.6130 | 0.6234 | 0.5818 | 0.4625 | 0.4446 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7364 | 0.7175 | 0.7141 | 0.7175 | 0.7120 | 0.5828 | 0.5808 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.1148 | 0.6039 | 0.4866 | 0.6039 | 0.5170 | 0.4269 | 0.3997 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6487 | 0.7549 | 0.7516 | 0.7549 | 0.7380 | 0.6341 | 0.6266 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.1096 | 0.6494 | 0.6229 | 0.6494 | 0.6068 | 0.4974 | 0.4813 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.6085 | 0.7744 | 0.7725 | 0.7744 | 0.7681 | 0.6672 | 0.6647 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9543 | 0.6558 | 0.6332 | 0.6558 | 0.6167 | 0.5051 | 0.4920 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.5508 | 0.7841 | 0.7763 | 0.7841 | 0.7733 | 0.6796 | 0.6759 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.3407 | 0.5909 | 0.5378 | 0.5909 | 0.5572 | 0.4143 | 0.4081 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.5748 | 0.7727 | 0.7706 | 0.7727 | 0.7690 | 0.6646 | 0.6637 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.2349 | 0.5390 | 0.6064 | 0.5390 | 0.5184 | 0.3640 | 0.3266 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.5264 | 0.7922 | 0.7953 | 0.7922 | 0.7923 | 0.6960 | 0.6952 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.2096 | 0.6364 | 0.5971 | 0.6364 | 0.5970 | 0.4761 | 0.4647 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.3801 | 0.8458 | 0.8466 | 0.8458 | 0.8447 | 0.7736 | 0.7731 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.5362 | 0.6169 | 0.5942 | 0.6169 | 0.5842 | 0.4524 | 0.4401 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.3276 | 0.8718 | 0.8712 | 0.8718 | 0.8700 | 0.8115 | 0.8107 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.7964 | 0.6299 | 0.6189 | 0.6299 | 0.6078 | 0.4700 | 0.4622 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.3049 | 0.8864 | 0.8858 | 0.8864 | 0.8854 | 0.8332 | 0.8329 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.3620 | 0.6429 | 0.6500 | 0.6429 | 0.6357 | 0.4933 | 0.4882 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.3088 | 0.8831 | 0.8833 | 0.8831 | 0.8831 | 0.8294 | 0.8293 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.8216 | 0.6169 | 0.6044 | 0.6169 | 0.6012 | 0.4567 | 0.4497 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.4085 | 0.8571 | 0.8556 | 0.8571 | 0.8551 | 0.7898 | 0.7892 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.4114 | 0.6558 | 0.6489 | 0.6558 | 0.6360 | 0.5166 | 0.5036 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2922 | 0.8896 | 0.8923 | 0.8896 | 0.8899 | 0.8392 | 0.8387 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.7097 | 0.6494 | 0.6380 | 0.6494 | 0.6386 | 0.5012 | 0.4979 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2241 | 0.9075 | 0.9079 | 0.9075 | 0.9075 | 0.8648 | 0.8647 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 2.9969 | 0.5714 | 0.5728 | 0.5714 | 0.5456 | 0.3934 | 0.3741 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.3052 | 0.8912 | 0.8933 | 0.8912 | 0.8916 | 0.8412 | 0.8409 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 2.3394 | 0.6169 | 0.6030 | 0.6169 | 0.5970 | 0.4562 | 0.4466 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.3187 | 0.8961 | 0.8949 | 0.8961 | 0.8950 | 0.8474 | 0.8471 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.9525 | 0.6494 | 0.6496 | 0.6494 | 0.6316 | 0.5011 | 0.4921 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.2242 | 0.9172 | 0.9191 | 0.9172 | 0.9159 | 0.8787 | 0.8778 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.8295 | 0.6104 | 0.5804 | 0.6104 | 0.5881 | 0.4405 | 0.4362 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1541 | 0.9513 | 0.9520 | 0.9513 | 0.9515 | 0.9290 | 0.9289 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.2258 | 0.6234 | 0.5995 | 0.6234 | 0.6065 | 0.4620 | 0.4588 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1446 | 0.9464 | 0.9473 | 0.9464 | 0.9465 | 0.9217 | 0.9215 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.3166 | 0.5909 | 0.5860 | 0.5909 | 0.5768 | 0.4198 | 0.4140 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1453 | 0.9497 | 0.9495 | 0.9497 | 0.9496 | 0.9264 | 0.9264 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.6813 | 0.6299 | 0.6180 | 0.6299 | 0.6003 | 0.4685 | 0.4585 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1920 | 0.9286 | 0.9288 | 0.9286 | 0.9285 | 0.8956 | 0.8955 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.3280 | 0.6688 | 0.6576 | 0.6688 | 0.6428 | 0.5249 | 0.5158 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1749 | 0.9351 | 0.9356 | 0.9351 | 0.9352 | 0.9055 | 0.9054 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 3.0299 | 0.6169 | 0.6040 | 0.6169 | 0.5971 | 0.4542 | 0.4446 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.2577 | 0.9351 | 0.9349 | 0.9351 | 0.9348 | 0.9049 | 0.9048 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.9150 | 0.6169 | 0.6121 | 0.6169 | 0.6013 | 0.4592 | 0.4536 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.2029 | 0.9302 | 0.9319 | 0.9302 | 0.9305 | 0.8981 | 0.8979 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 1.8332 | 0.6623 | 0.6352 | 0.6623 | 0.6313 | 0.5213 | 0.5086 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0893 | 0.9675 | 0.9677 | 0.9675 | 0.9674 | 0.9525 | 0.9524 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.1859 | 0.6299 | 0.6387 | 0.6299 | 0.6250 | 0.4787 | 0.4750 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.30batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0892 | 0.9740 | 0.9753 | 0.9740 | 0.9744 | 0.9623 | 0.9621 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.7458 | 0.6558 | 0.6474 | 0.6558 | 0.6350 | 0.5099 | 0.4984 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0724 | 0.9724 | 0.9724 | 0.9724 | 0.9723 | 0.9597 | 0.9596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.1878 | 0.6688 | 0.6614 | 0.6688 | 0.6581 | 0.5286 | 0.5251 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0670 | 0.9805 | 0.9806 | 0.9805 | 0.9805 | 0.9715 | 0.9715 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.5122 | 0.6623 | 0.6346 | 0.6623 | 0.6331 | 0.5176 | 0.5100 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1019 | 0.9643 | 0.9642 | 0.9643 | 0.9641 | 0.9477 | 0.9476 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.3157 | 0.6753 | 0.6811 | 0.6753 | 0.6770 | 0.5440 | 0.5434 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1152 | 0.9627 | 0.9630 | 0.9627 | 0.9628 | 0.9456 | 0.9456 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.6456 | 0.6299 | 0.5952 | 0.6299 | 0.5961 | 0.4700 | 0.4597 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0961 | 0.9708 | 0.9709 | 0.9708 | 0.9705 | 0.9573 | 0.9572 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.3594 | 0.6364 | 0.6353 | 0.6364 | 0.6285 | 0.4870 | 0.4830 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1021 | 0.9643 | 0.9648 | 0.9643 | 0.9642 | 0.9478 | 0.9477 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.4662 | 0.6494 | 0.6328 | 0.6494 | 0.6256 | 0.5017 | 0.4948 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0753 | 0.9708 | 0.9708 | 0.9708 | 0.9707 | 0.9572 | 0.9572 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.3752 | 0.6688 | 0.6639 | 0.6688 | 0.6642 | 0.5308 | 0.5294 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0701 | 0.9773 | 0.9775 | 0.9773 | 0.9773 | 0.9669 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.7192 | 0.6429 | 0.6242 | 0.6429 | 0.6193 | 0.4873 | 0.4791 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0875 | 0.9724 | 0.9726 | 0.9724 | 0.9725 | 0.9597 | 0.9597 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 3.2341 | 0.6623 | 0.6430 | 0.6623 | 0.6396 | 0.5162 | 0.5085 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1508 | 0.9675 | 0.9676 | 0.9675 | 0.9674 | 0.9525 | 0.9524 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.3549 | 0.6623 | 0.6491 | 0.6623 | 0.6539 | 0.5200 | 0.5189 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.1580 | 0.9643 | 0.9642 | 0.9643 | 0.9641 | 0.9478 | 0.9477 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 1.8516 | 0.6429 | 0.6238 | 0.6429 | 0.6301 | 0.4903 | 0.4883 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9542749121785163 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3463 | 0.3945 | 0.3009 | 0.3945 | 0.3113 | 0.0249 | 0.0192 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2437 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2629 | 0.5049 | 0.3959 | 0.5049 | 0.4241 | 0.2339 | 0.1998 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.1711 | 0.5000 | 0.3683 | 0.5000 | 0.4043 | 0.2770 | 0.2287 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1399 | 0.5568 | 0.4260 | 0.5568 | 0.4766 | 0.3125 | 0.2856 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.0750 | 0.5390 | 0.3947 | 0.5390 | 0.4463 | 0.3369 | 0.2963 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1203 | 0.5649 | 0.4269 | 0.5649 | 0.4861 | 0.3209 | 0.3014 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1212 | 0.5909 | 0.4124 | 0.5909 | 0.4854 | 0.4087 | 0.3734 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0884 | 0.5958 | 0.4497 | 0.5958 | 0.5126 | 0.3730 | 0.3505 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1167 | 0.5649 | 0.4071 | 0.5649 | 0.4667 | 0.3762 | 0.3354 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0749 | 0.6006 | 0.4533 | 0.6006 | 0.5165 | 0.3813 | 0.3580 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0970 | 0.5455 | 0.4095 | 0.5455 | 0.4517 | 0.3585 | 0.3070 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0332 | 0.6104 | 0.4619 | 0.6104 | 0.5254 | 0.3991 | 0.3745 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0921 | 0.5714 | 0.4003 | 0.5714 | 0.4698 | 0.3774 | 0.3439 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9989 | 0.6136 | 0.4635 | 0.6136 | 0.5280 | 0.4038 | 0.3794 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0785 | 0.5649 | 0.3922 | 0.5649 | 0.4621 | 0.3652 | 0.3322 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0268 | 0.6266 | 0.4730 | 0.6266 | 0.5390 | 0.4257 | 0.3998 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0296 | 0.5649 | 0.4071 | 0.5649 | 0.4674 | 0.3750 | 0.3353 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9998 | 0.6120 | 0.4634 | 0.6120 | 0.5275 | 0.4007 | 0.3773 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0738 | 0.5519 | 0.4098 | 0.5519 | 0.4566 | 0.3662 | 0.3166 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9336 | 0.6266 | 0.4743 | 0.6266 | 0.5398 | 0.4261 | 0.4007 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.1157 | 0.5974 | 0.5065 | 0.5974 | 0.5054 | 0.4280 | 0.3872 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9091 | 0.6461 | 0.5997 | 0.6461 | 0.6096 | 0.4638 | 0.4556 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.1528 | 0.5519 | 0.4773 | 0.5519 | 0.4775 | 0.3712 | 0.3262 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9477 | 0.6299 | 0.6095 | 0.6299 | 0.5810 | 0.4392 | 0.4197 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0828 | 0.5195 | 0.4178 | 0.5195 | 0.4599 | 0.2977 | 0.2855 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.9313 | 0.6282 | 0.5927 | 0.6282 | 0.5678 | 0.4312 | 0.4121 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0095 | 0.5974 | 0.4256 | 0.5974 | 0.4948 | 0.4228 | 0.3853 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.8276 | 0.6672 | 0.6130 | 0.6672 | 0.6244 | 0.4973 | 0.4866 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.0970 | 0.5844 | 0.6119 | 0.5844 | 0.5013 | 0.3967 | 0.3684 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.7586 | 0.7062 | 0.6845 | 0.7062 | 0.6603 | 0.5587 | 0.5434 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0051 | 0.6234 | 0.5969 | 0.6234 | 0.5849 | 0.4564 | 0.4451 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.7003 | 0.7143 | 0.6966 | 0.7143 | 0.6904 | 0.5714 | 0.5638 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0931 | 0.5909 | 0.5452 | 0.5909 | 0.5547 | 0.4090 | 0.4002 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6485 | 0.7289 | 0.7160 | 0.7289 | 0.7095 | 0.5946 | 0.5878 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0771 | 0.5649 | 0.5539 | 0.5649 | 0.5565 | 0.3813 | 0.3802 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.6160 | 0.7516 | 0.7381 | 0.7516 | 0.7388 | 0.6302 | 0.6266 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.3666 | 0.5390 | 0.5150 | 0.5390 | 0.5166 | 0.3405 | 0.3326 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.5825 | 0.7744 | 0.7708 | 0.7744 | 0.7716 | 0.6673 | 0.6668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.1918 | 0.6234 | 0.5958 | 0.6234 | 0.6012 | 0.4597 | 0.4550 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.4975 | 0.8068 | 0.8032 | 0.8068 | 0.8029 | 0.7143 | 0.7131 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.2685 | 0.6039 | 0.5840 | 0.6039 | 0.5859 | 0.4323 | 0.4279 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.4069 | 0.8409 | 0.8495 | 0.8409 | 0.8428 | 0.7708 | 0.7690 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.4611 | 0.6364 | 0.6133 | 0.6364 | 0.6175 | 0.4782 | 0.4741 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.3744 | 0.8539 | 0.8519 | 0.8539 | 0.8514 | 0.7846 | 0.7837 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.4531 | 0.6234 | 0.6021 | 0.6234 | 0.6047 | 0.4650 | 0.4592 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.3908 | 0.8458 | 0.8469 | 0.8458 | 0.8459 | 0.7742 | 0.7740 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.5129 | 0.6039 | 0.5988 | 0.6039 | 0.5996 | 0.4379 | 0.4369 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3383 | 0.8669 | 0.8671 | 0.8669 | 0.8666 | 0.8059 | 0.8057 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.9501 | 0.5909 | 0.5702 | 0.5909 | 0.5714 | 0.4127 | 0.4087 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3713 | 0.8766 | 0.8781 | 0.8766 | 0.8770 | 0.8200 | 0.8199 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.7392 | 0.5974 | 0.5715 | 0.5974 | 0.5781 | 0.4220 | 0.4182 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2742 | 0.8929 | 0.8937 | 0.8929 | 0.8928 | 0.8440 | 0.8436 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 2.3943 | 0.5649 | 0.5293 | 0.5649 | 0.5388 | 0.3727 | 0.3684 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2739 | 0.9075 | 0.9071 | 0.9075 | 0.9064 | 0.8640 | 0.8635 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.8350 | 0.5649 | 0.5680 | 0.5649 | 0.5613 | 0.3927 | 0.3898 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.2018 | 0.9351 | 0.9350 | 0.9351 | 0.9349 | 0.9050 | 0.9049 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.2958 | 0.6364 | 0.6218 | 0.6364 | 0.6193 | 0.4794 | 0.4737 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1675 | 0.9367 | 0.9369 | 0.9367 | 0.9368 | 0.9075 | 0.9075 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.5082 | 0.5584 | 0.5432 | 0.5584 | 0.5486 | 0.3706 | 0.3696 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1770 | 0.9318 | 0.9316 | 0.9318 | 0.9317 | 0.9003 | 0.9002 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.9744 | 0.5649 | 0.5391 | 0.5649 | 0.5344 | 0.3887 | 0.3763 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1779 | 0.9448 | 0.9458 | 0.9448 | 0.9450 | 0.9197 | 0.9195 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.5979 | 0.5844 | 0.5488 | 0.5844 | 0.5538 | 0.4016 | 0.3936 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1521 | 0.9448 | 0.9449 | 0.9448 | 0.9447 | 0.9195 | 0.9193 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.2463 | 0.6104 | 0.6021 | 0.6104 | 0.6039 | 0.4452 | 0.4439 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1970 | 0.9302 | 0.9295 | 0.9302 | 0.9296 | 0.8977 | 0.8975 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.3922 | 0.5909 | 0.6378 | 0.5909 | 0.5990 | 0.4304 | 0.4247 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1360 | 0.9562 | 0.9563 | 0.9562 | 0.9562 | 0.9359 | 0.9359 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.7971 | 0.6169 | 0.5920 | 0.6169 | 0.5940 | 0.4540 | 0.4468 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1651 | 0.9578 | 0.9581 | 0.9578 | 0.9579 | 0.9385 | 0.9384 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.3876 | 0.6299 | 0.6204 | 0.6299 | 0.6183 | 0.4791 | 0.4742 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1140 | 0.9578 | 0.9579 | 0.9578 | 0.9578 | 0.9384 | 0.9383 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.2380 | 0.6429 | 0.6338 | 0.6429 | 0.6336 | 0.4904 | 0.4883 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0659 | 0.9756 | 0.9757 | 0.9756 | 0.9756 | 0.9644 | 0.9644 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 3.2238 | 0.5909 | 0.5660 | 0.5909 | 0.5721 | 0.4120 | 0.4085 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0985 | 0.9740 | 0.9741 | 0.9740 | 0.9739 | 0.9620 | 0.9620 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 3.5859 | 0.5649 | 0.5750 | 0.5649 | 0.5637 | 0.3876 | 0.3834 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1015 | 0.9610 | 0.9609 | 0.9610 | 0.9609 | 0.9430 | 0.9429 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.9177 | 0.6039 | 0.5861 | 0.6039 | 0.5906 | 0.4335 | 0.4307 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1592 | 0.9643 | 0.9644 | 0.9643 | 0.9643 | 0.9478 | 0.9478 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.6558 | 0.5779 | 0.5825 | 0.5779 | 0.5682 | 0.4075 | 0.4031 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1033 | 0.9773 | 0.9773 | 0.9773 | 0.9772 | 0.9668 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 3.5548 | 0.5909 | 0.5562 | 0.5909 | 0.5556 | 0.4176 | 0.4079 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1122 | 0.9724 | 0.9725 | 0.9724 | 0.9724 | 0.9597 | 0.9597 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.0339 | 0.5779 | 0.5404 | 0.5779 | 0.5390 | 0.3935 | 0.3800 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1432 | 0.9448 | 0.9451 | 0.9448 | 0.9449 | 0.9195 | 0.9195 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.5323 | 0.6039 | 0.5791 | 0.6039 | 0.5873 | 0.4331 | 0.4305 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1005 | 0.9659 | 0.9659 | 0.9659 | 0.9657 | 0.9502 | 0.9500 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.6555 | 0.6234 | 0.6227 | 0.6234 | 0.6204 | 0.4675 | 0.4659 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0821 | 0.9740 | 0.9750 | 0.9740 | 0.9742 | 0.9625 | 0.9623 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.7543 | 0.5844 | 0.5766 | 0.5844 | 0.5787 | 0.4088 | 0.4079 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0291 | 0.9919 | 0.9919 | 0.9919 | 0.9919 | 0.9881 | 0.9881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.1981 | 0.6104 | 0.6087 | 0.6104 | 0.6057 | 0.4502 | 0.4483 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0406 | 0.9919 | 0.9919 | 0.9919 | 0.9919 | 0.9882 | 0.9882 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 3.7240 | 0.5844 | 0.5661 | 0.5844 | 0.5700 | 0.4056 | 0.4030 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0431 | 0.9838 | 0.9839 | 0.9838 | 0.9838 | 0.9763 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 3.4788 | 0.6039 | 0.5785 | 0.6039 | 0.5852 | 0.4314 | 0.4281 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0174 | 0.9951 | 0.9952 | 0.9951 | 0.9951 | 0.9929 | 0.9929 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 3.5823 | 0.6169 | 0.5981 | 0.6169 | 0.5953 | 0.4528 | 0.4478 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 1.0051441133022307 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.6976 | 0.3831 | 0.3358 | 0.3831 | 0.3261 | 0.0496 | 0.0428 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3665 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 2 | Train | 1.3355 | 0.3847 | 0.3157 | 0.3847 | 0.2281 | -0.0084 | -0.0021 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3800 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 3 | Train | 1.2943 | 0.3506 | 0.2558 | 0.3506 | 0.2610 | -0.0468 | -0.0336 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+---------+---------------+ | 3 | Validation | 1.3147 | 0.3377 | 0.1148 | 0.3377 | 0.1713 | -0.0013 | -0.0002 | +-------+------------+--------+----------+-----------+--------+----------+---------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.2525 | 0.3864 | 0.2858 | 0.3864 | 0.2894 | 0.0068 | 0.0047 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.2256 | 0.4740 | 0.3755 | 0.4740 | 0.3727 | 0.2584 | 0.1865 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1410 | 0.5390 | 0.4077 | 0.5390 | 0.4635 | 0.2760 | 0.2583 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1205 | 0.5325 | 0.3804 | 0.5325 | 0.4383 | 0.3195 | 0.2857 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0991 | 0.5860 | 0.4426 | 0.5860 | 0.5043 | 0.3565 | 0.3350 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.1016 | 0.5584 | 0.4033 | 0.5584 | 0.4612 | 0.3664 | 0.3256 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0792 | 0.5860 | 0.4429 | 0.5860 | 0.5043 | 0.3569 | 0.3352 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.1631 | 0.5000 | 0.3444 | 0.5000 | 0.4063 | 0.2564 | 0.2320 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0992 | 0.5860 | 0.4422 | 0.5860 | 0.5035 | 0.3567 | 0.3342 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.1018 | 0.5455 | 0.4095 | 0.5455 | 0.4517 | 0.3585 | 0.3070 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0580 | 0.5974 | 0.4574 | 0.5974 | 0.5151 | 0.3812 | 0.3545 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0817 | 0.5455 | 0.4062 | 0.5455 | 0.4508 | 0.3566 | 0.3068 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 1.0432 | 0.6039 | 0.4566 | 0.6039 | 0.5198 | 0.3874 | 0.3639 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0319 | 0.5519 | 0.3838 | 0.5519 | 0.4527 | 0.3427 | 0.3133 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 1.0118 | 0.6218 | 0.4702 | 0.6218 | 0.5353 | 0.4178 | 0.3925 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0037 | 0.5649 | 0.3945 | 0.5649 | 0.4640 | 0.3655 | 0.3337 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 1.0099 | 0.6185 | 0.4705 | 0.6185 | 0.5335 | 0.4137 | 0.3881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0132 | 0.5779 | 0.4013 | 0.5779 | 0.4736 | 0.3861 | 0.3527 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9525 | 0.6542 | 0.4952 | 0.6542 | 0.5634 | 0.4736 | 0.4448 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0992 | 0.5714 | 0.3970 | 0.5714 | 0.4681 | 0.3756 | 0.3424 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 1.0136 | 0.5958 | 0.5218 | 0.5958 | 0.5167 | 0.3752 | 0.3526 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0327 | 0.5519 | 0.3868 | 0.5519 | 0.4525 | 0.3471 | 0.3146 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.38batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 1.0175 | 0.6071 | 0.4589 | 0.6071 | 0.5227 | 0.3925 | 0.3691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.0713 | 0.5584 | 0.4077 | 0.5584 | 0.4606 | 0.3723 | 0.3261 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.9435 | 0.6380 | 0.5233 | 0.6380 | 0.5591 | 0.4456 | 0.4228 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 0.9898 | 0.5779 | 0.4039 | 0.5779 | 0.4755 | 0.3857 | 0.3541 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.9237 | 0.6575 | 0.6736 | 0.6575 | 0.5782 | 0.4779 | 0.4525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0453 | 0.5909 | 0.5927 | 0.5909 | 0.5094 | 0.4299 | 0.3807 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.8920 | 0.6607 | 0.5945 | 0.6607 | 0.5914 | 0.4859 | 0.4631 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 0.9695 | 0.6364 | 0.6055 | 0.6364 | 0.5714 | 0.4774 | 0.4533 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.8366 | 0.6737 | 0.6328 | 0.6737 | 0.6225 | 0.5061 | 0.4902 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 0.9598 | 0.6494 | 0.6742 | 0.6494 | 0.6042 | 0.5010 | 0.4767 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.8438 | 0.6705 | 0.6387 | 0.6705 | 0.6291 | 0.5030 | 0.4907 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.0163 | 0.6299 | 0.7056 | 0.6299 | 0.5646 | 0.4684 | 0.4403 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.8427 | 0.6721 | 0.6317 | 0.6721 | 0.6244 | 0.5028 | 0.4884 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 0.9433 | 0.6169 | 0.5785 | 0.6169 | 0.5646 | 0.4473 | 0.4297 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.8033 | 0.6721 | 0.6236 | 0.6721 | 0.6201 | 0.5069 | 0.4889 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 0.9810 | 0.6104 | 0.5927 | 0.6104 | 0.5682 | 0.4360 | 0.4213 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.8110 | 0.6948 | 0.6627 | 0.6948 | 0.6661 | 0.5449 | 0.5384 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.0211 | 0.6364 | 0.6826 | 0.6364 | 0.5943 | 0.4805 | 0.4684 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.7729 | 0.6997 | 0.6770 | 0.6997 | 0.6642 | 0.5505 | 0.5362 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.1373 | 0.6039 | 0.5683 | 0.6039 | 0.5499 | 0.4292 | 0.4074 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.38batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.7386 | 0.7224 | 0.7239 | 0.7224 | 0.6908 | 0.5852 | 0.5724 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 0.9506 | 0.6688 | 0.6704 | 0.6688 | 0.6478 | 0.5265 | 0.5163 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.7286 | 0.7240 | 0.7105 | 0.7240 | 0.7104 | 0.5887 | 0.5850 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.0470 | 0.6364 | 0.6200 | 0.6364 | 0.6076 | 0.4798 | 0.4672 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.6898 | 0.7516 | 0.7287 | 0.7516 | 0.7302 | 0.6303 | 0.6249 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.1873 | 0.6104 | 0.5955 | 0.6104 | 0.5704 | 0.4394 | 0.4216 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.6296 | 0.7581 | 0.7425 | 0.7581 | 0.7402 | 0.6389 | 0.6333 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.0349 | 0.6364 | 0.6217 | 0.6364 | 0.6032 | 0.4791 | 0.4643 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.5930 | 0.7906 | 0.7846 | 0.7906 | 0.7770 | 0.6892 | 0.6841 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.0316 | 0.6429 | 0.6234 | 0.6429 | 0.6248 | 0.4887 | 0.4841 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.39batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.5651 | 0.7971 | 0.7887 | 0.7971 | 0.7909 | 0.6999 | 0.6987 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.1257 | 0.6299 | 0.6316 | 0.6299 | 0.6016 | 0.4666 | 0.4555 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.5614 | 0.7971 | 0.7916 | 0.7971 | 0.7912 | 0.6992 | 0.6976 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.1755 | 0.6234 | 0.5980 | 0.6234 | 0.5963 | 0.4591 | 0.4519 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.5649 | 0.7857 | 0.7778 | 0.7857 | 0.7783 | 0.6822 | 0.6803 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.1266 | 0.6299 | 0.6157 | 0.6299 | 0.6029 | 0.4660 | 0.4567 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.55batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.5283 | 0.8101 | 0.8030 | 0.8101 | 0.8006 | 0.7184 | 0.7151 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.2491 | 0.6039 | 0.5928 | 0.6039 | 0.5834 | 0.4362 | 0.4269 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.4305 | 0.8490 | 0.8455 | 0.8490 | 0.8456 | 0.7775 | 0.7765 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.2416 | 0.6299 | 0.6080 | 0.6299 | 0.5957 | 0.4659 | 0.4546 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.4229 | 0.8442 | 0.8382 | 0.8442 | 0.8370 | 0.7695 | 0.7672 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.4115 | 0.6364 | 0.6248 | 0.6364 | 0.6202 | 0.4821 | 0.4776 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.4535 | 0.8312 | 0.8281 | 0.8312 | 0.8267 | 0.7502 | 0.7487 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.4287 | 0.6169 | 0.6034 | 0.6169 | 0.5933 | 0.4535 | 0.4464 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.4756 | 0.8182 | 0.8132 | 0.8182 | 0.8139 | 0.7313 | 0.7303 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 1.4711 | 0.6299 | 0.6262 | 0.6299 | 0.6150 | 0.4718 | 0.4665 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.4191 | 0.8490 | 0.8480 | 0.8490 | 0.8470 | 0.7774 | 0.7765 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.3404 | 0.6558 | 0.6460 | 0.6558 | 0.6453 | 0.5086 | 0.5054 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.4145 | 0.8588 | 0.8582 | 0.8588 | 0.8546 | 0.7914 | 0.7894 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.3605 | 0.6688 | 0.6555 | 0.6688 | 0.6478 | 0.5248 | 0.5174 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.3512 | 0.8701 | 0.8690 | 0.8701 | 0.8687 | 0.8094 | 0.8090 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.6084 | 0.6753 | 0.6674 | 0.6753 | 0.6635 | 0.5380 | 0.5348 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.3630 | 0.8685 | 0.8651 | 0.8685 | 0.8637 | 0.8060 | 0.8043 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 1.5059 | 0.6169 | 0.5993 | 0.6169 | 0.5980 | 0.4508 | 0.4454 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.3771 | 0.8669 | 0.8633 | 0.8669 | 0.8632 | 0.8039 | 0.8030 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 1.6211 | 0.6104 | 0.6004 | 0.6104 | 0.5902 | 0.4442 | 0.4375 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.4216 | 0.8458 | 0.8427 | 0.8458 | 0.8424 | 0.7724 | 0.7714 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 1.5927 | 0.6104 | 0.5979 | 0.6104 | 0.5812 | 0.4421 | 0.4278 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.3474 | 0.8685 | 0.8681 | 0.8685 | 0.8659 | 0.8060 | 0.8047 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 1.7485 | 0.5844 | 0.5736 | 0.5844 | 0.5563 | 0.4120 | 0.4010 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.3226 | 0.8718 | 0.8707 | 0.8718 | 0.8695 | 0.8112 | 0.8102 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 1.5124 | 0.6039 | 0.5940 | 0.6039 | 0.5871 | 0.4341 | 0.4272 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.2787 | 0.9010 | 0.9001 | 0.9010 | 0.8986 | 0.8544 | 0.8536 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 1.6707 | 0.6234 | 0.6203 | 0.6234 | 0.6101 | 0.4633 | 0.4555 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.2914 | 0.9010 | 0.8991 | 0.9010 | 0.8988 | 0.8544 | 0.8537 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 1.7769 | 0.6234 | 0.6083 | 0.6234 | 0.5952 | 0.4596 | 0.4522 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.2939 | 0.8961 | 0.8963 | 0.8961 | 0.8956 | 0.8477 | 0.8475 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 1.8751 | 0.6104 | 0.5664 | 0.6104 | 0.5750 | 0.4373 | 0.4293 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.2883 | 0.9010 | 0.8995 | 0.9010 | 0.8993 | 0.8545 | 0.8539 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 1.7757 | 0.6299 | 0.6283 | 0.6299 | 0.6076 | 0.4695 | 0.4578 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.2500 | 0.9253 | 0.9249 | 0.9253 | 0.9244 | 0.8904 | 0.8901 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 1.5530 | 0.6558 | 0.6445 | 0.6558 | 0.6416 | 0.5070 | 0.5026 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9433241456747055 Generation 1: Best individual - (0.7, 1024, 1024), Best fitness - 0.8612949788570404 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.3487 | 0.3506 | 0.2896 | 0.3506 | 0.3143 | -0.0217 | -0.0209 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3215 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2680 | 0.3864 | 0.1493 | 0.3864 | 0.2154 | 0.0000 | 0.0000 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2467 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2808 | 0.3864 | 0.3321 | 0.3864 | 0.2411 | 0.0028 | 0.0009 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.3364 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.2545 | 0.3929 | 0.3034 | 0.3929 | 0.3148 | 0.0215 | 0.0169 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.3211 | 0.5260 | 0.3682 | 0.5260 | 0.4259 | 0.3075 | 0.2705 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1914 | 0.5195 | 0.3981 | 0.5195 | 0.4443 | 0.2473 | 0.2253 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1888 | 0.4805 | 0.3369 | 0.4805 | 0.3872 | 0.2303 | 0.2001 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.1414 | 0.5666 | 0.4284 | 0.5666 | 0.4862 | 0.3244 | 0.3024 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.1357 | 0.5390 | 0.3974 | 0.5390 | 0.4471 | 0.3384 | 0.2964 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.1307 | 0.5990 | 0.4549 | 0.5990 | 0.5158 | 0.3811 | 0.3567 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.2688 | 0.5065 | 0.4271 | 0.5065 | 0.4169 | 0.3325 | 0.2500 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0913 | 0.5779 | 0.4364 | 0.5779 | 0.4973 | 0.3427 | 0.3220 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.1571 | 0.5325 | 0.3992 | 0.5325 | 0.4406 | 0.3354 | 0.2872 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0898 | 0.5925 | 0.4484 | 0.5925 | 0.5101 | 0.3684 | 0.3458 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.1119 | 0.5844 | 0.4246 | 0.5844 | 0.4852 | 0.4096 | 0.3652 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 1.0353 | 0.6104 | 0.4608 | 0.6104 | 0.5249 | 0.3980 | 0.3736 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0594 | 0.5974 | 0.4249 | 0.5974 | 0.4941 | 0.4239 | 0.3842 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 1.0496 | 0.6185 | 0.4705 | 0.6185 | 0.5327 | 0.4152 | 0.3880 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0228 | 0.6104 | 0.4249 | 0.6104 | 0.5009 | 0.4408 | 0.4030 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 1.0379 | 0.6185 | 0.5355 | 0.6185 | 0.5343 | 0.4125 | 0.3872 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0078 | 0.5974 | 0.4145 | 0.5974 | 0.4894 | 0.4188 | 0.3826 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9734 | 0.6331 | 0.4798 | 0.6331 | 0.5459 | 0.4369 | 0.4114 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0055 | 0.6169 | 0.4282 | 0.6169 | 0.5048 | 0.4525 | 0.4120 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 1.0007 | 0.6412 | 0.5452 | 0.6412 | 0.5718 | 0.4507 | 0.4309 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.1680 | 0.5455 | 0.4359 | 0.5455 | 0.4581 | 0.3733 | 0.3092 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.9591 | 0.6331 | 0.5690 | 0.6331 | 0.5544 | 0.4369 | 0.4129 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9697 | 0.6039 | 0.4214 | 0.6039 | 0.4940 | 0.4334 | 0.3915 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.9324 | 0.6429 | 0.6298 | 0.6429 | 0.5969 | 0.4564 | 0.4450 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 0.9627 | 0.6039 | 0.4293 | 0.6039 | 0.5000 | 0.4329 | 0.3951 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.9150 | 0.6656 | 0.6180 | 0.6656 | 0.5959 | 0.4915 | 0.4695 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9368 | 0.6558 | 0.6544 | 0.6558 | 0.5980 | 0.5081 | 0.4849 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.8629 | 0.6623 | 0.6238 | 0.6623 | 0.6174 | 0.4870 | 0.4750 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0138 | 0.6169 | 0.6225 | 0.6169 | 0.5526 | 0.4694 | 0.4243 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.8402 | 0.6786 | 0.6503 | 0.6786 | 0.6445 | 0.5152 | 0.5043 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 0.9511 | 0.6753 | 0.7168 | 0.6753 | 0.6318 | 0.5388 | 0.5199 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.7840 | 0.6834 | 0.6522 | 0.6834 | 0.6568 | 0.5241 | 0.5173 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.0325 | 0.5909 | 0.4342 | 0.5909 | 0.4996 | 0.4064 | 0.3830 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.8273 | 0.6769 | 0.6522 | 0.6769 | 0.6464 | 0.5130 | 0.5033 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.0650 | 0.6169 | 0.6197 | 0.6169 | 0.5778 | 0.4488 | 0.4379 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.8196 | 0.6883 | 0.6815 | 0.6883 | 0.6698 | 0.5338 | 0.5292 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.0080 | 0.6039 | 0.5506 | 0.6039 | 0.5482 | 0.4265 | 0.4091 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.7384 | 0.7078 | 0.6892 | 0.7078 | 0.6908 | 0.5640 | 0.5593 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 0.9656 | 0.6299 | 0.5800 | 0.6299 | 0.5747 | 0.4657 | 0.4496 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.7065 | 0.7240 | 0.7071 | 0.7240 | 0.7057 | 0.5868 | 0.5818 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 0.9856 | 0.5844 | 0.4797 | 0.5844 | 0.5209 | 0.3979 | 0.3830 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.6781 | 0.7419 | 0.7302 | 0.7419 | 0.7301 | 0.6159 | 0.6124 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.0146 | 0.6429 | 0.6229 | 0.6429 | 0.6168 | 0.4883 | 0.4816 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.6859 | 0.7370 | 0.7343 | 0.7370 | 0.7221 | 0.6086 | 0.6033 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.0055 | 0.6104 | 0.5863 | 0.6104 | 0.5689 | 0.4444 | 0.4279 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.6154 | 0.7695 | 0.7632 | 0.7695 | 0.7555 | 0.6569 | 0.6515 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.1069 | 0.6104 | 0.5700 | 0.6104 | 0.5634 | 0.4416 | 0.4261 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.5811 | 0.7825 | 0.7788 | 0.7825 | 0.7737 | 0.6782 | 0.6749 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.1362 | 0.5974 | 0.5619 | 0.5974 | 0.5673 | 0.4189 | 0.4122 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.5952 | 0.7890 | 0.7859 | 0.7890 | 0.7842 | 0.6882 | 0.6867 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.0557 | 0.6104 | 0.5672 | 0.6104 | 0.5623 | 0.4386 | 0.4244 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.5307 | 0.8084 | 0.8002 | 0.8084 | 0.7948 | 0.7158 | 0.7107 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.1417 | 0.5909 | 0.5681 | 0.5909 | 0.5672 | 0.4225 | 0.4135 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.5354 | 0.7955 | 0.7970 | 0.7955 | 0.7895 | 0.6985 | 0.6943 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.3361 | 0.5909 | 0.5689 | 0.5909 | 0.5539 | 0.4158 | 0.4002 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.4920 | 0.8149 | 0.8084 | 0.8149 | 0.8073 | 0.7259 | 0.7234 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.2503 | 0.6234 | 0.5997 | 0.6234 | 0.6071 | 0.4637 | 0.4609 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.4429 | 0.8312 | 0.8316 | 0.8312 | 0.8271 | 0.7523 | 0.7504 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.2790 | 0.6039 | 0.5461 | 0.6039 | 0.5569 | 0.4276 | 0.4161 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.4166 | 0.8539 | 0.8526 | 0.8539 | 0.8502 | 0.7844 | 0.7832 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.1783 | 0.5714 | 0.5188 | 0.5714 | 0.5384 | 0.3823 | 0.3777 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.4217 | 0.8474 | 0.8442 | 0.8474 | 0.8448 | 0.7752 | 0.7746 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.2714 | 0.6234 | 0.6089 | 0.6234 | 0.5957 | 0.4605 | 0.4536 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.4054 | 0.8442 | 0.8412 | 0.8442 | 0.8365 | 0.7702 | 0.7666 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.2672 | 0.6364 | 0.6091 | 0.6364 | 0.6175 | 0.4802 | 0.4766 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.3637 | 0.8636 | 0.8622 | 0.8636 | 0.8607 | 0.8001 | 0.7994 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 1.4459 | 0.5909 | 0.5886 | 0.5909 | 0.5482 | 0.4127 | 0.4014 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.3864 | 0.8523 | 0.8510 | 0.8523 | 0.8501 | 0.7825 | 0.7818 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.3896 | 0.6039 | 0.5959 | 0.6039 | 0.5884 | 0.4370 | 0.4287 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.4125 | 0.8555 | 0.8532 | 0.8555 | 0.8524 | 0.7877 | 0.7865 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.2748 | 0.6494 | 0.6275 | 0.6494 | 0.6263 | 0.5020 | 0.4966 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.3188 | 0.8945 | 0.8920 | 0.8945 | 0.8920 | 0.8447 | 0.8440 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.6566 | 0.6299 | 0.6188 | 0.6299 | 0.6023 | 0.4705 | 0.4612 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.2365 | 0.9091 | 0.9091 | 0.9091 | 0.9077 | 0.8666 | 0.8660 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 1.5449 | 0.6234 | 0.5856 | 0.6234 | 0.5952 | 0.4603 | 0.4536 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.2041 | 0.9302 | 0.9304 | 0.9302 | 0.9286 | 0.8978 | 0.8968 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.3149 | 0.5714 | 0.5667 | 0.5714 | 0.5478 | 0.3974 | 0.3837 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.3125 | 0.8929 | 0.8930 | 0.8929 | 0.8919 | 0.8426 | 0.8422 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 1.6259 | 0.6494 | 0.6274 | 0.6494 | 0.6309 | 0.4977 | 0.4935 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.3081 | 0.8945 | 0.8938 | 0.8945 | 0.8937 | 0.8453 | 0.8450 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 1.6539 | 0.6169 | 0.5745 | 0.6169 | 0.5840 | 0.4521 | 0.4442 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.2882 | 0.9075 | 0.9061 | 0.9075 | 0.9051 | 0.8643 | 0.8636 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 1.4341 | 0.6039 | 0.5845 | 0.6039 | 0.5845 | 0.4319 | 0.4259 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.2977 | 0.8831 | 0.8806 | 0.8831 | 0.8808 | 0.8280 | 0.8274 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 1.5299 | 0.6429 | 0.6331 | 0.6429 | 0.6220 | 0.4921 | 0.4849 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.2206 | 0.9107 | 0.9119 | 0.9107 | 0.9098 | 0.8696 | 0.8690 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 1.8974 | 0.6039 | 0.5929 | 0.6039 | 0.5775 | 0.4405 | 0.4241 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.2715 | 0.9058 | 0.9052 | 0.9058 | 0.9051 | 0.8622 | 0.8618 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 1.4233 | 0.6364 | 0.6178 | 0.6364 | 0.6225 | 0.4809 | 0.4783 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.2621 | 0.9075 | 0.9079 | 0.9075 | 0.9049 | 0.8641 | 0.8627 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 1.5077 | 0.6429 | 0.6287 | 0.6429 | 0.6320 | 0.4913 | 0.4894 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.3049 | 0.9042 | 0.9071 | 0.9042 | 0.9037 | 0.8602 | 0.8594 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 1.4915 | 0.6039 | 0.5985 | 0.6039 | 0.5985 | 0.4390 | 0.4372 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9367660805583 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3064 | 0.3571 | 0.3020 | 0.3571 | 0.2733 | 0.0030 | 0.0023 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3170 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2560 | 0.4935 | 0.3859 | 0.4935 | 0.4188 | 0.2080 | 0.1820 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.1456 | 0.5519 | 0.3893 | 0.5519 | 0.4538 | 0.3479 | 0.3148 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.0956 | 0.5925 | 0.4472 | 0.5925 | 0.5097 | 0.3674 | 0.3451 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2139 | 0.5519 | 0.4686 | 0.5519 | 0.4640 | 0.4112 | 0.3187 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.0369 | 0.5925 | 0.4473 | 0.5925 | 0.5097 | 0.3674 | 0.3453 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.0224 | 0.5649 | 0.4142 | 0.5649 | 0.4681 | 0.3820 | 0.3359 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0441 | 0.6234 | 0.4728 | 0.6234 | 0.5370 | 0.4218 | 0.3955 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0729 | 0.5779 | 0.4078 | 0.5779 | 0.4757 | 0.3910 | 0.3544 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 0.9865 | 0.6299 | 0.4773 | 0.6299 | 0.5425 | 0.4325 | 0.4058 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0997 | 0.5519 | 0.4429 | 0.5519 | 0.4604 | 0.3933 | 0.3181 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 0.9567 | 0.6412 | 0.4858 | 0.6412 | 0.5522 | 0.4520 | 0.4241 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 0.9607 | 0.6039 | 0.4219 | 0.6039 | 0.4964 | 0.4305 | 0.3933 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9158 | 0.6558 | 0.4975 | 0.6558 | 0.5651 | 0.4772 | 0.4476 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 0.9815 | 0.6169 | 0.4469 | 0.6169 | 0.5120 | 0.4638 | 0.4146 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9430 | 0.6575 | 0.5015 | 0.6575 | 0.5674 | 0.4817 | 0.4505 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0039 | 0.6104 | 0.4677 | 0.6104 | 0.5130 | 0.4717 | 0.4059 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9042 | 0.6607 | 0.5024 | 0.6607 | 0.5697 | 0.4862 | 0.4555 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0672 | 0.5649 | 0.5451 | 0.5649 | 0.4672 | 0.3694 | 0.3325 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.8802 | 0.6510 | 0.5403 | 0.6510 | 0.5642 | 0.4684 | 0.4408 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9650 | 0.5974 | 0.4290 | 0.5974 | 0.4953 | 0.4268 | 0.3845 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8275 | 0.6786 | 0.6194 | 0.6786 | 0.6050 | 0.5135 | 0.4897 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9858 | 0.5779 | 0.5057 | 0.5779 | 0.5011 | 0.3864 | 0.3625 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8122 | 0.6916 | 0.6592 | 0.6916 | 0.6341 | 0.5374 | 0.5157 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0162 | 0.5844 | 0.5448 | 0.5844 | 0.5125 | 0.3950 | 0.3737 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.7607 | 0.7159 | 0.6860 | 0.7159 | 0.6728 | 0.5742 | 0.5591 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9856 | 0.5844 | 0.4825 | 0.5844 | 0.5220 | 0.3969 | 0.3813 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.6771 | 0.7419 | 0.7225 | 0.7419 | 0.7157 | 0.6152 | 0.6067 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.3647 | 0.6039 | 0.5794 | 0.6039 | 0.5520 | 0.4318 | 0.4157 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6467 | 0.7370 | 0.7083 | 0.7370 | 0.7044 | 0.6081 | 0.5982 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.78batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 0.9507 | 0.6039 | 0.5949 | 0.6039 | 0.5657 | 0.4312 | 0.4145 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 2.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.5822 | 0.7760 | 0.7687 | 0.7760 | 0.7624 | 0.6663 | 0.6612 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0932 | 0.6688 | 0.6722 | 0.6688 | 0.6630 | 0.5340 | 0.5294 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.5084 | 0.8214 | 0.8193 | 0.8214 | 0.8067 | 0.7373 | 0.7310 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.2142 | 0.6234 | 0.6481 | 0.6234 | 0.6250 | 0.4717 | 0.4656 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.4558 | 0.8377 | 0.8318 | 0.8377 | 0.8317 | 0.7608 | 0.7588 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.2643 | 0.6429 | 0.6233 | 0.6429 | 0.6175 | 0.4906 | 0.4796 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.4917 | 0.8328 | 0.8267 | 0.8328 | 0.8263 | 0.7531 | 0.7511 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.4010 | 0.6299 | 0.6191 | 0.6299 | 0.5988 | 0.4661 | 0.4558 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.3790 | 0.8653 | 0.8623 | 0.8653 | 0.8609 | 0.8018 | 0.7999 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.3823 | 0.6429 | 0.6434 | 0.6429 | 0.6391 | 0.5037 | 0.5014 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.36batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.3467 | 0.8734 | 0.8705 | 0.8734 | 0.8700 | 0.8139 | 0.8127 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.6788 | 0.6753 | 0.6541 | 0.6753 | 0.6575 | 0.5355 | 0.5311 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.4373 | 0.8328 | 0.8308 | 0.8328 | 0.8294 | 0.7545 | 0.7527 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.6152 | 0.6364 | 0.6106 | 0.6364 | 0.6090 | 0.4831 | 0.4718 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.3715 | 0.8539 | 0.8522 | 0.8539 | 0.8529 | 0.7859 | 0.7858 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.4146 | 0.6104 | 0.5966 | 0.6104 | 0.5943 | 0.4453 | 0.4397 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.2506 | 0.9091 | 0.9081 | 0.9091 | 0.9077 | 0.8667 | 0.8661 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.4716 | 0.6623 | 0.6447 | 0.6623 | 0.6489 | 0.5185 | 0.5160 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.1764 | 0.9286 | 0.9288 | 0.9286 | 0.9275 | 0.8954 | 0.8946 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.8135 | 0.6623 | 0.6276 | 0.6623 | 0.6373 | 0.5173 | 0.5123 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.1429 | 0.9416 | 0.9423 | 0.9416 | 0.9410 | 0.9149 | 0.9143 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 2.1596 | 0.6169 | 0.6354 | 0.6169 | 0.6228 | 0.4626 | 0.4613 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2638 | 0.9075 | 0.9084 | 0.9075 | 0.9074 | 0.8647 | 0.8644 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.7579 | 0.6234 | 0.6190 | 0.6234 | 0.6161 | 0.4740 | 0.4708 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.2577 | 0.9075 | 0.9071 | 0.9075 | 0.9070 | 0.8644 | 0.8643 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.7228 | 0.6299 | 0.6220 | 0.6299 | 0.6162 | 0.4751 | 0.4685 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1735 | 0.9318 | 0.9321 | 0.9318 | 0.9318 | 0.9005 | 0.9003 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.1839 | 0.6494 | 0.6405 | 0.6494 | 0.6355 | 0.4982 | 0.4935 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1529 | 0.9416 | 0.9417 | 0.9416 | 0.9415 | 0.9145 | 0.9144 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.7567 | 0.6494 | 0.6401 | 0.6494 | 0.6181 | 0.5016 | 0.4930 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1038 | 0.9610 | 0.9606 | 0.9610 | 0.9604 | 0.9431 | 0.9429 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.93batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.3404 | 0.6364 | 0.6190 | 0.6364 | 0.6229 | 0.4799 | 0.4772 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.2040 | 0.9416 | 0.9431 | 0.9416 | 0.9421 | 0.9151 | 0.9150 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.4205 | 0.6623 | 0.6589 | 0.6623 | 0.6363 | 0.5149 | 0.5037 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.45batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1679 | 0.9318 | 0.9315 | 0.9318 | 0.9314 | 0.9001 | 0.9000 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.3963 | 0.6234 | 0.6014 | 0.6234 | 0.6093 | 0.4635 | 0.4614 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.2030 | 0.9334 | 0.9339 | 0.9334 | 0.9336 | 0.9031 | 0.9030 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.2789 | 0.6299 | 0.6141 | 0.6299 | 0.6068 | 0.4672 | 0.4601 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.2014 | 0.9269 | 0.9257 | 0.9269 | 0.9257 | 0.8929 | 0.8925 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.6900 | 0.6234 | 0.6147 | 0.6234 | 0.6124 | 0.4643 | 0.4601 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1371 | 0.9464 | 0.9472 | 0.9464 | 0.9460 | 0.9218 | 0.9212 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 1.9719 | 0.6299 | 0.6034 | 0.6299 | 0.6094 | 0.4688 | 0.4645 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0827 | 0.9708 | 0.9710 | 0.9708 | 0.9704 | 0.9574 | 0.9571 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.2221 | 0.6429 | 0.6343 | 0.6429 | 0.6376 | 0.4936 | 0.4930 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0690 | 0.9821 | 0.9823 | 0.9821 | 0.9822 | 0.9740 | 0.9739 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 3.1499 | 0.6364 | 0.6324 | 0.6364 | 0.6328 | 0.4897 | 0.4889 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1242 | 0.9610 | 0.9612 | 0.9610 | 0.9610 | 0.9432 | 0.9432 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 3.2748 | 0.6558 | 0.6595 | 0.6558 | 0.6463 | 0.5086 | 0.5038 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0991 | 0.9724 | 0.9726 | 0.9724 | 0.9722 | 0.9598 | 0.9596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.2906 | 0.6299 | 0.6093 | 0.6299 | 0.6160 | 0.4725 | 0.4701 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0781 | 0.9773 | 0.9774 | 0.9773 | 0.9773 | 0.9669 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.2323 | 0.6753 | 0.6596 | 0.6753 | 0.6612 | 0.5362 | 0.5328 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.57batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0638 | 0.9789 | 0.9793 | 0.9789 | 0.9788 | 0.9693 | 0.9691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.0092 | 0.6494 | 0.6514 | 0.6494 | 0.6398 | 0.5001 | 0.4952 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0869 | 0.9708 | 0.9710 | 0.9708 | 0.9706 | 0.9573 | 0.9571 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.4395 | 0.6039 | 0.6088 | 0.6039 | 0.6012 | 0.4427 | 0.4394 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0778 | 0.9692 | 0.9694 | 0.9692 | 0.9692 | 0.9551 | 0.9550 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.0106 | 0.6558 | 0.6388 | 0.6558 | 0.6380 | 0.5078 | 0.5027 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0502 | 0.9805 | 0.9807 | 0.9805 | 0.9805 | 0.9716 | 0.9715 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.5031 | 0.6104 | 0.6039 | 0.6104 | 0.6047 | 0.4516 | 0.4501 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0510 | 0.9838 | 0.9839 | 0.9838 | 0.9838 | 0.9763 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.2521 | 0.6494 | 0.6249 | 0.6494 | 0.6270 | 0.4976 | 0.4921 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0590 | 0.9805 | 0.9807 | 0.9805 | 0.9806 | 0.9716 | 0.9716 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 3.5601 | 0.6364 | 0.6135 | 0.6364 | 0.6171 | 0.4797 | 0.4746 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0527 | 0.9854 | 0.9856 | 0.9854 | 0.9855 | 0.9787 | 0.9787 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 3.6898 | 0.6169 | 0.6049 | 0.6169 | 0.6024 | 0.4575 | 0.4529 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.1068 | 0.9643 | 0.9642 | 0.9643 | 0.9640 | 0.9479 | 0.9477 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 3.5026 | 0.6169 | 0.6295 | 0.6169 | 0.6149 | 0.4666 | 0.4615 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9507300287485123 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 2.1413 | 0.3555 | 0.3113 | 0.3555 | 0.2968 | 0.0146 | 0.0123 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3765 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.3350 | 0.3685 | 0.1358 | 0.3685 | 0.1985 | 0.0000 | 0.0000 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.93batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3059 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2623 | 0.3750 | 0.3030 | 0.3750 | 0.2533 | 0.0156 | 0.0080 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2971 | 0.3961 | 0.2754 | 0.3961 | 0.3249 | 0.0811 | 0.0741 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.2489 | 0.4010 | 0.3049 | 0.4010 | 0.3257 | 0.0376 | 0.0310 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.2918 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.38batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.2560 | 0.3847 | 0.2871 | 0.3847 | 0.3113 | 0.0060 | 0.0050 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.2980 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.37batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 6 | Train | 1.2771 | 0.3847 | 0.3031 | 0.3847 | 0.2597 | -0.0010 | -0.0005 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.3089 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.26batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.2352 | 0.4562 | 0.3443 | 0.4562 | 0.3924 | 0.1342 | 0.1261 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.2274 | 0.5714 | 0.4024 | 0.5714 | 0.4707 | 0.3786 | 0.3442 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.1069 | 0.6023 | 0.4564 | 0.6023 | 0.5188 | 0.3851 | 0.3615 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.1583 | 0.5649 | 0.3998 | 0.5649 | 0.4663 | 0.3683 | 0.3344 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0924 | 0.5925 | 0.4479 | 0.5925 | 0.5101 | 0.3677 | 0.3455 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0836 | 0.5714 | 0.4152 | 0.5714 | 0.4736 | 0.3887 | 0.3454 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 1.0525 | 0.6071 | 0.4665 | 0.6071 | 0.5243 | 0.3985 | 0.3702 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.1362 | 0.5714 | 0.4416 | 0.5714 | 0.4799 | 0.4071 | 0.3467 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 1.0594 | 0.6185 | 0.4717 | 0.6185 | 0.5334 | 0.4154 | 0.3880 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0775 | 0.5455 | 0.3775 | 0.5455 | 0.4451 | 0.3327 | 0.3021 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 1.0016 | 0.6218 | 0.4731 | 0.6218 | 0.5362 | 0.4198 | 0.3931 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0241 | 0.5779 | 0.4013 | 0.5779 | 0.4736 | 0.3861 | 0.3529 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9674 | 0.6526 | 0.4955 | 0.6526 | 0.5627 | 0.4714 | 0.4423 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9979 | 0.5844 | 0.4202 | 0.5844 | 0.4829 | 0.4083 | 0.3650 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.9422 | 0.6575 | 0.5010 | 0.6575 | 0.5674 | 0.4810 | 0.4504 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9912 | 0.5974 | 0.4252 | 0.5974 | 0.4938 | 0.4248 | 0.3843 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.9760 | 0.6445 | 0.4912 | 0.6445 | 0.5562 | 0.4589 | 0.4296 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.0095 | 0.5909 | 0.4148 | 0.5909 | 0.4867 | 0.4096 | 0.3736 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.9876 | 0.6234 | 0.4735 | 0.6234 | 0.5372 | 0.4221 | 0.3956 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0262 | 0.5909 | 0.4132 | 0.5909 | 0.4858 | 0.4091 | 0.3735 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.9556 | 0.6558 | 0.4977 | 0.6558 | 0.5654 | 0.4769 | 0.4475 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9560 | 0.5974 | 0.4184 | 0.5974 | 0.4911 | 0.4210 | 0.3837 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.9072 | 0.6526 | 0.4994 | 0.6526 | 0.5638 | 0.4741 | 0.4428 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0660 | 0.5909 | 0.4096 | 0.5909 | 0.4829 | 0.4091 | 0.3720 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.9003 | 0.6494 | 0.4962 | 0.6494 | 0.5612 | 0.4672 | 0.4377 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.0877 | 0.5519 | 0.3809 | 0.5519 | 0.4493 | 0.3441 | 0.3120 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.9099 | 0.6510 | 0.5770 | 0.6510 | 0.5695 | 0.4683 | 0.4420 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 0.9506 | 0.5844 | 0.5810 | 0.5844 | 0.4948 | 0.4178 | 0.3671 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.8489 | 0.6737 | 0.6448 | 0.6737 | 0.6030 | 0.5089 | 0.4826 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 0.9601 | 0.6039 | 0.5093 | 0.6039 | 0.5286 | 0.4414 | 0.4042 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.8284 | 0.6883 | 0.5893 | 0.6883 | 0.6344 | 0.5340 | 0.5207 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.0253 | 0.6299 | 0.6951 | 0.6299 | 0.5551 | 0.4806 | 0.4409 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.8341 | 0.6964 | 0.6630 | 0.6964 | 0.6462 | 0.5448 | 0.5307 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 0.9313 | 0.6234 | 0.5281 | 0.6234 | 0.5535 | 0.4572 | 0.4336 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.7689 | 0.7127 | 0.7129 | 0.7127 | 0.6618 | 0.5699 | 0.5513 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 0.9533 | 0.6104 | 0.5533 | 0.6104 | 0.5595 | 0.4364 | 0.4231 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.7531 | 0.7143 | 0.6878 | 0.7143 | 0.6893 | 0.5748 | 0.5691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.0535 | 0.6299 | 0.5247 | 0.6299 | 0.5544 | 0.4722 | 0.4433 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.7509 | 0.7305 | 0.7116 | 0.7305 | 0.6941 | 0.5973 | 0.5857 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.0781 | 0.5909 | 0.5611 | 0.5909 | 0.5528 | 0.4093 | 0.3977 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.46batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.7687 | 0.7159 | 0.6883 | 0.7159 | 0.6831 | 0.5735 | 0.5637 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 0.9904 | 0.6299 | 0.6088 | 0.6299 | 0.6017 | 0.4670 | 0.4582 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.7523 | 0.7192 | 0.7006 | 0.7192 | 0.6964 | 0.5795 | 0.5716 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 0.9424 | 0.6039 | 0.5837 | 0.6039 | 0.5676 | 0.4363 | 0.4172 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.6341 | 0.7646 | 0.7504 | 0.7646 | 0.7294 | 0.6515 | 0.6369 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.0865 | 0.6234 | 0.6206 | 0.6234 | 0.6157 | 0.4629 | 0.4591 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.6554 | 0.7500 | 0.7384 | 0.7500 | 0.7289 | 0.6280 | 0.6212 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 0.9931 | 0.6364 | 0.6287 | 0.6364 | 0.6156 | 0.4823 | 0.4742 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.5671 | 0.8117 | 0.8043 | 0.8117 | 0.7995 | 0.7211 | 0.7164 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.2331 | 0.5649 | 0.5305 | 0.5649 | 0.5411 | 0.3738 | 0.3700 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.5880 | 0.7841 | 0.7711 | 0.7841 | 0.7747 | 0.6799 | 0.6781 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.0837 | 0.6234 | 0.6108 | 0.6234 | 0.5978 | 0.4595 | 0.4502 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.5346 | 0.8101 | 0.8055 | 0.8101 | 0.8046 | 0.7190 | 0.7172 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.0962 | 0.6234 | 0.6257 | 0.6234 | 0.6184 | 0.4702 | 0.4670 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.5170 | 0.8117 | 0.8010 | 0.8117 | 0.8021 | 0.7214 | 0.7190 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.1244 | 0.6169 | 0.6017 | 0.6169 | 0.6027 | 0.4558 | 0.4528 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.4924 | 0.8084 | 0.8007 | 0.8084 | 0.7982 | 0.7160 | 0.7124 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.2081 | 0.6039 | 0.6347 | 0.6039 | 0.6087 | 0.4523 | 0.4469 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.4644 | 0.8214 | 0.8187 | 0.8214 | 0.8191 | 0.7371 | 0.7366 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.2457 | 0.6104 | 0.5961 | 0.6104 | 0.5982 | 0.4450 | 0.4423 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.4986 | 0.8198 | 0.8133 | 0.8198 | 0.8127 | 0.7333 | 0.7311 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 1.3148 | 0.5519 | 0.5571 | 0.5519 | 0.5462 | 0.3632 | 0.3601 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.4419 | 0.8442 | 0.8421 | 0.8442 | 0.8426 | 0.7711 | 0.7709 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.8603 | 0.5779 | 0.5592 | 0.5779 | 0.5519 | 0.4014 | 0.3916 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.4296 | 0.8360 | 0.8316 | 0.8360 | 0.8305 | 0.7577 | 0.7557 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.2059 | 0.6039 | 0.5973 | 0.6039 | 0.5981 | 0.4381 | 0.4369 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.4162 | 0.8636 | 0.8635 | 0.8636 | 0.8611 | 0.7992 | 0.7979 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.3594 | 0.6234 | 0.6042 | 0.6234 | 0.6053 | 0.4633 | 0.4582 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.46batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.3585 | 0.8782 | 0.8771 | 0.8782 | 0.8757 | 0.8208 | 0.8196 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 1.4959 | 0.5584 | 0.5567 | 0.5584 | 0.5426 | 0.3739 | 0.3698 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.3694 | 0.8701 | 0.8672 | 0.8701 | 0.8677 | 0.8088 | 0.8083 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 1.4222 | 0.6039 | 0.5953 | 0.6039 | 0.5765 | 0.4319 | 0.4222 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.23batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.3128 | 0.8880 | 0.8861 | 0.8880 | 0.8845 | 0.8350 | 0.8337 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 1.7055 | 0.5974 | 0.5851 | 0.5974 | 0.5784 | 0.4284 | 0.4222 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.3379 | 0.8994 | 0.8998 | 0.8994 | 0.8989 | 0.8528 | 0.8523 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 21.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 1.9377 | 0.5584 | 0.5438 | 0.5584 | 0.5460 | 0.3685 | 0.3657 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.39batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.3664 | 0.8864 | 0.8845 | 0.8864 | 0.8847 | 0.8329 | 0.8325 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 1.7091 | 0.5909 | 0.5819 | 0.5909 | 0.5770 | 0.4162 | 0.4105 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.3351 | 0.8864 | 0.8869 | 0.8864 | 0.8858 | 0.8335 | 0.8331 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 1.7196 | 0.6039 | 0.6018 | 0.6039 | 0.5993 | 0.4373 | 0.4359 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.2883 | 0.9026 | 0.9010 | 0.9026 | 0.9010 | 0.8570 | 0.8565 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.1047 | 0.5649 | 0.6226 | 0.5649 | 0.5580 | 0.3979 | 0.3776 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.3309 | 0.8896 | 0.8903 | 0.8896 | 0.8898 | 0.8387 | 0.8386 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 1.7431 | 0.6169 | 0.6204 | 0.6169 | 0.5967 | 0.4514 | 0.4389 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.3079 | 0.8896 | 0.8916 | 0.8896 | 0.8877 | 0.8379 | 0.8363 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 1.7102 | 0.5974 | 0.6155 | 0.5974 | 0.6006 | 0.4371 | 0.4349 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.2813 | 0.9042 | 0.9033 | 0.9042 | 0.9036 | 0.8596 | 0.8595 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.0492 | 0.5844 | 0.5800 | 0.5844 | 0.5809 | 0.4112 | 0.4103 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9313454881310463 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3647 | 0.3685 | 0.3312 | 0.3685 | 0.2900 | 0.0225 | 0.0173 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3287 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 2 | Train | 1.2591 | 0.3653 | 0.2763 | 0.3653 | 0.3118 | -0.0185 | -0.0171 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3204 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 3 | Train | 1.2451 | 0.3831 | 0.2710 | 0.3831 | 0.2196 | -0.0267 | -0.0050 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2680 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.2046 | 0.3880 | 0.2248 | 0.3880 | 0.2232 | 0.0129 | 0.0031 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.2114 | 0.4091 | 0.2842 | 0.4091 | 0.2884 | 0.1311 | 0.0848 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1486 | 0.5276 | 0.4019 | 0.5276 | 0.4420 | 0.2702 | 0.2372 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1914 | 0.5130 | 0.3545 | 0.5130 | 0.4116 | 0.2857 | 0.2504 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0818 | 0.5763 | 0.4365 | 0.5763 | 0.4966 | 0.3401 | 0.3195 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.2273 | 0.5779 | 0.4068 | 0.5779 | 0.4717 | 0.3946 | 0.3508 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0545 | 0.6055 | 0.4560 | 0.6055 | 0.5199 | 0.3899 | 0.3657 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.75batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0536 | 0.5909 | 0.4144 | 0.5909 | 0.4866 | 0.4091 | 0.3735 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9656 | 0.6299 | 0.5844 | 0.6299 | 0.5446 | 0.4315 | 0.4059 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 0.9817 | 0.5844 | 0.4135 | 0.5844 | 0.4843 | 0.3960 | 0.3665 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9435 | 0.6558 | 0.5008 | 0.6558 | 0.5661 | 0.4793 | 0.4479 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 0.9910 | 0.5909 | 0.4128 | 0.5909 | 0.4859 | 0.4084 | 0.3733 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9436 | 0.6542 | 0.5365 | 0.6542 | 0.5707 | 0.4748 | 0.4474 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 0.9847 | 0.5779 | 0.4711 | 0.5779 | 0.5103 | 0.3861 | 0.3680 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9292 | 0.6494 | 0.5295 | 0.6494 | 0.5694 | 0.4675 | 0.4413 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9044 | 0.6299 | 0.5139 | 0.6299 | 0.5485 | 0.4722 | 0.4422 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8507 | 0.6932 | 0.5952 | 0.6932 | 0.6362 | 0.5415 | 0.5236 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9898 | 0.6364 | 0.5268 | 0.6364 | 0.5590 | 0.4811 | 0.4529 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8488 | 0.6867 | 0.5882 | 0.6867 | 0.6278 | 0.5311 | 0.5123 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.1845 | 0.6299 | 0.5174 | 0.6299 | 0.5625 | 0.4694 | 0.4503 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.7663 | 0.7224 | 0.6293 | 0.7224 | 0.6671 | 0.5885 | 0.5701 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9799 | 0.6494 | 0.6188 | 0.6494 | 0.5870 | 0.4970 | 0.4757 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7881 | 0.7062 | 0.6695 | 0.7062 | 0.6752 | 0.5612 | 0.5520 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9350 | 0.6429 | 0.6105 | 0.6429 | 0.5661 | 0.5236 | 0.4595 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.8202 | 0.7029 | 0.6806 | 0.7029 | 0.6647 | 0.5596 | 0.5421 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 0.9011 | 0.6429 | 0.5346 | 0.6429 | 0.5667 | 0.4905 | 0.4636 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.6949 | 0.7435 | 0.7238 | 0.7435 | 0.7131 | 0.6188 | 0.6087 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9375 | 0.6623 | 0.6375 | 0.6623 | 0.6163 | 0.5166 | 0.5013 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6683 | 0.7581 | 0.7469 | 0.7581 | 0.7410 | 0.6416 | 0.6340 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.2026 | 0.5779 | 0.5844 | 0.5779 | 0.5551 | 0.4124 | 0.4003 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.6654 | 0.7484 | 0.7385 | 0.7484 | 0.7396 | 0.6269 | 0.6245 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 0.9745 | 0.6688 | 0.6599 | 0.6688 | 0.6275 | 0.5288 | 0.5102 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.5627 | 0.8019 | 0.7999 | 0.8019 | 0.7869 | 0.7064 | 0.6992 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.0142 | 0.6623 | 0.6537 | 0.6623 | 0.6343 | 0.5195 | 0.5045 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.5391 | 0.8052 | 0.8036 | 0.8052 | 0.8000 | 0.7126 | 0.7098 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 0.9699 | 0.6299 | 0.6098 | 0.6299 | 0.6128 | 0.4761 | 0.4727 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.5484 | 0.7938 | 0.7898 | 0.7938 | 0.7864 | 0.6949 | 0.6915 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 0.9714 | 0.6299 | 0.5891 | 0.6299 | 0.5900 | 0.4665 | 0.4567 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.4571 | 0.8312 | 0.8309 | 0.8312 | 0.8191 | 0.7510 | 0.7447 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.0829 | 0.6104 | 0.5994 | 0.6104 | 0.5966 | 0.4464 | 0.4431 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.4161 | 0.8409 | 0.8402 | 0.8409 | 0.8390 | 0.7659 | 0.7652 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.0321 | 0.6494 | 0.6491 | 0.6494 | 0.6230 | 0.5002 | 0.4925 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3390 | 0.8782 | 0.8794 | 0.8782 | 0.8764 | 0.8217 | 0.8199 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.3422 | 0.6818 | 0.6727 | 0.6818 | 0.6437 | 0.5449 | 0.5304 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3278 | 0.8750 | 0.8717 | 0.8750 | 0.8713 | 0.8159 | 0.8147 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.6583 | 0.6104 | 0.5720 | 0.6104 | 0.5667 | 0.4397 | 0.4249 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2944 | 0.8961 | 0.8966 | 0.8961 | 0.8941 | 0.8476 | 0.8466 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.4514 | 0.6299 | 0.5934 | 0.6299 | 0.5949 | 0.4661 | 0.4568 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.3097 | 0.8831 | 0.8818 | 0.8831 | 0.8804 | 0.8280 | 0.8268 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.2255 | 0.6494 | 0.6542 | 0.6494 | 0.6161 | 0.5041 | 0.4821 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.2711 | 0.8912 | 0.8913 | 0.8912 | 0.8900 | 0.8406 | 0.8401 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.0223 | 0.5584 | 0.6386 | 0.5584 | 0.5397 | 0.3999 | 0.3565 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.4339 | 0.8701 | 0.8698 | 0.8701 | 0.8691 | 0.8095 | 0.8090 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.2787 | 0.6104 | 0.6137 | 0.6104 | 0.5661 | 0.4411 | 0.4242 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.3399 | 0.8896 | 0.8903 | 0.8896 | 0.8863 | 0.8378 | 0.8365 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.3642 | 0.6234 | 0.6090 | 0.6234 | 0.6045 | 0.4647 | 0.4600 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.2815 | 0.9026 | 0.9025 | 0.9026 | 0.9000 | 0.8571 | 0.8555 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.7477 | 0.6039 | 0.6314 | 0.6039 | 0.5979 | 0.4483 | 0.4422 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.3047 | 0.9058 | 0.9053 | 0.9058 | 0.9042 | 0.8624 | 0.8618 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.4887 | 0.6364 | 0.6113 | 0.6364 | 0.6093 | 0.4780 | 0.4707 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.2262 | 0.9140 | 0.9129 | 0.9140 | 0.9128 | 0.8737 | 0.8734 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.5926 | 0.6364 | 0.6296 | 0.6364 | 0.6231 | 0.4855 | 0.4792 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1534 | 0.9367 | 0.9374 | 0.9367 | 0.9362 | 0.9075 | 0.9071 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.0264 | 0.6104 | 0.5838 | 0.6104 | 0.5872 | 0.4390 | 0.4336 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1246 | 0.9432 | 0.9425 | 0.9432 | 0.9424 | 0.9167 | 0.9165 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.1566 | 0.6169 | 0.6013 | 0.6169 | 0.5998 | 0.4530 | 0.4487 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1115 | 0.9610 | 0.9611 | 0.9610 | 0.9606 | 0.9431 | 0.9427 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.2931 | 0.5909 | 0.5821 | 0.5909 | 0.5811 | 0.4202 | 0.4177 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.1418 | 0.9416 | 0.9410 | 0.9416 | 0.9408 | 0.9144 | 0.9142 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.9808 | 0.6169 | 0.6255 | 0.6169 | 0.6103 | 0.4573 | 0.4494 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1465 | 0.9481 | 0.9488 | 0.9481 | 0.9483 | 0.9243 | 0.9242 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.3573 | 0.6234 | 0.5878 | 0.6234 | 0.5877 | 0.4593 | 0.4482 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1510 | 0.9545 | 0.9548 | 0.9545 | 0.9545 | 0.9336 | 0.9336 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.7617 | 0.6688 | 0.6566 | 0.6688 | 0.6539 | 0.5277 | 0.5226 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1075 | 0.9659 | 0.9659 | 0.9659 | 0.9658 | 0.9502 | 0.9501 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.2240 | 0.6364 | 0.5939 | 0.6364 | 0.6023 | 0.4769 | 0.4687 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1088 | 0.9675 | 0.9678 | 0.9675 | 0.9675 | 0.9526 | 0.9525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.1754 | 0.6299 | 0.6044 | 0.6299 | 0.6108 | 0.4695 | 0.4659 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1122 | 0.9578 | 0.9578 | 0.9578 | 0.9575 | 0.9382 | 0.9380 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.2252 | 0.6558 | 0.6397 | 0.6558 | 0.6349 | 0.5085 | 0.5020 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1054 | 0.9659 | 0.9667 | 0.9659 | 0.9661 | 0.9504 | 0.9503 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.4026 | 0.6364 | 0.6099 | 0.6364 | 0.6160 | 0.4798 | 0.4762 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1381 | 0.9529 | 0.9536 | 0.9529 | 0.9528 | 0.9313 | 0.9310 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.3343 | 0.5974 | 0.5810 | 0.5974 | 0.5840 | 0.4335 | 0.4302 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.3540 | 0.8994 | 0.8992 | 0.8994 | 0.8988 | 0.8526 | 0.8523 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 1.9557 | 0.5779 | 0.5512 | 0.5779 | 0.5499 | 0.4003 | 0.3940 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.3182 | 0.8847 | 0.8871 | 0.8847 | 0.8845 | 0.8320 | 0.8315 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.0869 | 0.6104 | 0.6104 | 0.6104 | 0.5990 | 0.4454 | 0.4413 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1736 | 0.9448 | 0.9454 | 0.9448 | 0.9445 | 0.9191 | 0.9188 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.1997 | 0.6558 | 0.6414 | 0.6558 | 0.6347 | 0.5099 | 0.5013 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1744 | 0.9497 | 0.9495 | 0.9497 | 0.9493 | 0.9263 | 0.9262 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 1.9943 | 0.6364 | 0.6041 | 0.6364 | 0.6082 | 0.4774 | 0.4708 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.1935 | 0.9334 | 0.9350 | 0.9334 | 0.9340 | 0.9034 | 0.9032 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 1.7107 | 0.6688 | 0.6542 | 0.6688 | 0.6484 | 0.5250 | 0.5183 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9011088773608208 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3206 | 0.3912 | 0.2974 | 0.3912 | 0.3210 | 0.0329 | 0.0280 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2670 | 0.3896 | 0.2908 | 0.3896 | 0.2520 | 0.1102 | 0.0526 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2324 | 0.4984 | 0.3772 | 0.4984 | 0.4286 | 0.2082 | 0.1950 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.1851 | 0.5390 | 0.3734 | 0.5390 | 0.4401 | 0.3217 | 0.2922 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1340 | 0.5942 | 0.4485 | 0.5942 | 0.5111 | 0.3701 | 0.3477 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.0573 | 0.5844 | 0.4117 | 0.5844 | 0.4810 | 0.4011 | 0.3642 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1105 | 0.5828 | 0.4400 | 0.5828 | 0.5011 | 0.3508 | 0.3292 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.0626 | 0.5714 | 0.4038 | 0.5714 | 0.4708 | 0.3800 | 0.3444 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0608 | 0.5942 | 0.4486 | 0.5942 | 0.5105 | 0.3708 | 0.3472 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0476 | 0.5909 | 0.4183 | 0.5909 | 0.4873 | 0.4129 | 0.3742 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0297 | 0.6380 | 0.4819 | 0.6380 | 0.5490 | 0.4453 | 0.4185 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0373 | 0.6169 | 0.4472 | 0.6169 | 0.5115 | 0.4652 | 0.4148 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 0.9684 | 0.6542 | 0.4939 | 0.6542 | 0.5629 | 0.4729 | 0.4445 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 0.9970 | 0.6104 | 0.4366 | 0.6104 | 0.5049 | 0.4488 | 0.4044 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0104 | 0.6347 | 0.4811 | 0.6347 | 0.5469 | 0.4406 | 0.4136 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0032 | 0.5974 | 0.4193 | 0.5974 | 0.4917 | 0.4210 | 0.3837 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9718 | 0.6607 | 0.5020 | 0.6607 | 0.5693 | 0.4864 | 0.4556 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0253 | 0.5974 | 0.4155 | 0.5974 | 0.4901 | 0.4189 | 0.3830 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9391 | 0.6510 | 0.4913 | 0.6510 | 0.5600 | 0.4673 | 0.4391 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0566 | 0.5649 | 0.3951 | 0.5649 | 0.4594 | 0.3721 | 0.3309 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9292 | 0.6640 | 0.5015 | 0.6640 | 0.5714 | 0.4896 | 0.4602 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9449 | 0.6039 | 0.4308 | 0.6039 | 0.4993 | 0.4367 | 0.3943 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9260 | 0.6477 | 0.6332 | 0.6477 | 0.5623 | 0.4668 | 0.4354 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0065 | 0.5844 | 0.4055 | 0.5844 | 0.4787 | 0.3970 | 0.3627 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9000 | 0.6623 | 0.6384 | 0.6623 | 0.5764 | 0.4862 | 0.4595 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9605 | 0.6234 | 0.4439 | 0.6234 | 0.5149 | 0.4697 | 0.4241 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8352 | 0.6705 | 0.5981 | 0.6705 | 0.5892 | 0.5028 | 0.4751 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9654 | 0.5844 | 0.4849 | 0.5844 | 0.5121 | 0.3991 | 0.3775 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.8243 | 0.7045 | 0.6940 | 0.7045 | 0.6626 | 0.5541 | 0.5398 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9832 | 0.6104 | 0.5572 | 0.6104 | 0.5464 | 0.4378 | 0.4171 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.7194 | 0.7321 | 0.7120 | 0.7321 | 0.7004 | 0.5989 | 0.5883 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0161 | 0.6169 | 0.5879 | 0.6169 | 0.5606 | 0.4461 | 0.4274 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.7143 | 0.7159 | 0.6842 | 0.7159 | 0.6898 | 0.5737 | 0.5674 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.1171 | 0.5974 | 0.5003 | 0.5974 | 0.5362 | 0.4237 | 0.4031 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6875 | 0.7419 | 0.7223 | 0.7419 | 0.7210 | 0.6140 | 0.6078 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 0.9372 | 0.6234 | 0.5370 | 0.6234 | 0.5741 | 0.4576 | 0.4483 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.6791 | 0.7419 | 0.7141 | 0.7419 | 0.7150 | 0.6140 | 0.6061 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.0902 | 0.5714 | 0.4874 | 0.5714 | 0.5260 | 0.3868 | 0.3783 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.6083 | 0.7646 | 0.7522 | 0.7646 | 0.7502 | 0.6489 | 0.6446 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.2268 | 0.6039 | 0.5785 | 0.6039 | 0.5713 | 0.4313 | 0.4197 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.5516 | 0.8019 | 0.7949 | 0.8019 | 0.7936 | 0.7065 | 0.7041 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.8236 | 0.5584 | 0.5578 | 0.5584 | 0.5054 | 0.3710 | 0.3391 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.6322 | 0.7549 | 0.7496 | 0.7549 | 0.7450 | 0.6355 | 0.6313 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.0280 | 0.5844 | 0.6147 | 0.5844 | 0.5883 | 0.4212 | 0.4145 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.6415 | 0.7565 | 0.7463 | 0.7565 | 0.7449 | 0.6374 | 0.6339 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.3308 | 0.5130 | 0.4586 | 0.5130 | 0.4675 | 0.2939 | 0.2795 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.5263 | 0.7987 | 0.7946 | 0.7987 | 0.7959 | 0.7037 | 0.7033 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.1147 | 0.6299 | 0.6029 | 0.6299 | 0.6049 | 0.4701 | 0.4627 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3854 | 0.8312 | 0.8286 | 0.8312 | 0.8260 | 0.7503 | 0.7486 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.4178 | 0.5844 | 0.5628 | 0.5844 | 0.5688 | 0.4057 | 0.4029 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3427 | 0.8766 | 0.8749 | 0.8766 | 0.8746 | 0.8184 | 0.8178 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 2.0040 | 0.6169 | 0.5796 | 0.6169 | 0.5858 | 0.4535 | 0.4447 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.4173 | 0.8653 | 0.8630 | 0.8653 | 0.8632 | 0.8020 | 0.8016 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.4180 | 0.5974 | 0.6034 | 0.5974 | 0.5956 | 0.4337 | 0.4304 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.3527 | 0.8734 | 0.8711 | 0.8734 | 0.8714 | 0.8142 | 0.8137 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.7130 | 0.6169 | 0.5963 | 0.6169 | 0.6014 | 0.4513 | 0.4483 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.3321 | 0.8847 | 0.8867 | 0.8847 | 0.8850 | 0.8319 | 0.8316 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.7612 | 0.5779 | 0.5619 | 0.5779 | 0.5685 | 0.4003 | 0.3996 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.3794 | 0.8669 | 0.8656 | 0.8669 | 0.8658 | 0.8050 | 0.8047 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.8012 | 0.6039 | 0.5894 | 0.6039 | 0.5854 | 0.4363 | 0.4292 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.3234 | 0.8734 | 0.8713 | 0.8734 | 0.8693 | 0.8132 | 0.8118 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.1068 | 0.6039 | 0.5990 | 0.6039 | 0.5862 | 0.4415 | 0.4355 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.2587 | 0.9123 | 0.9137 | 0.9123 | 0.9127 | 0.8722 | 0.8721 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.0208 | 0.6364 | 0.6235 | 0.6364 | 0.6190 | 0.4778 | 0.4724 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.2207 | 0.9156 | 0.9138 | 0.9156 | 0.9143 | 0.8761 | 0.8759 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.0570 | 0.6234 | 0.6205 | 0.6234 | 0.6118 | 0.4668 | 0.4633 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1547 | 0.9399 | 0.9412 | 0.9399 | 0.9399 | 0.9122 | 0.9119 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.2111 | 0.6494 | 0.6243 | 0.6494 | 0.6267 | 0.4971 | 0.4917 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1241 | 0.9497 | 0.9500 | 0.9497 | 0.9493 | 0.9263 | 0.9260 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.6773 | 0.6104 | 0.6172 | 0.6104 | 0.6124 | 0.4525 | 0.4519 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.0866 | 0.9643 | 0.9645 | 0.9643 | 0.9642 | 0.9478 | 0.9477 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 3.5389 | 0.5844 | 0.5676 | 0.5844 | 0.5727 | 0.4072 | 0.4056 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.2178 | 0.9399 | 0.9401 | 0.9399 | 0.9398 | 0.9122 | 0.9121 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 3.5415 | 0.6234 | 0.5915 | 0.6234 | 0.5908 | 0.4570 | 0.4485 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.2683 | 0.9140 | 0.9144 | 0.9140 | 0.9140 | 0.8744 | 0.8743 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.9109 | 0.6169 | 0.5941 | 0.6169 | 0.6021 | 0.4538 | 0.4519 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.2847 | 0.9123 | 0.9112 | 0.9123 | 0.9110 | 0.8715 | 0.8710 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.9597 | 0.6558 | 0.6609 | 0.6558 | 0.6413 | 0.5115 | 0.5058 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.2336 | 0.9221 | 0.9241 | 0.9221 | 0.9218 | 0.8862 | 0.8857 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.8484 | 0.6364 | 0.6085 | 0.6364 | 0.5989 | 0.4789 | 0.4652 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.2274 | 0.9253 | 0.9243 | 0.9253 | 0.9244 | 0.8904 | 0.8902 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 1.9698 | 0.6558 | 0.6262 | 0.6558 | 0.6280 | 0.5058 | 0.4983 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1758 | 0.9448 | 0.9447 | 0.9448 | 0.9447 | 0.9193 | 0.9193 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.3076 | 0.6169 | 0.6200 | 0.6169 | 0.6071 | 0.4588 | 0.4524 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1525 | 0.9481 | 0.9488 | 0.9481 | 0.9481 | 0.9242 | 0.9241 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.1199 | 0.6429 | 0.6136 | 0.6429 | 0.6228 | 0.4891 | 0.4856 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1480 | 0.9399 | 0.9398 | 0.9399 | 0.9393 | 0.9119 | 0.9116 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.2357 | 0.6104 | 0.5813 | 0.6104 | 0.5919 | 0.4429 | 0.4404 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1528 | 0.9464 | 0.9459 | 0.9464 | 0.9460 | 0.9215 | 0.9214 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.2929 | 0.6299 | 0.6006 | 0.6299 | 0.6091 | 0.4693 | 0.4654 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.1365 | 0.9643 | 0.9642 | 0.9643 | 0.9642 | 0.9478 | 0.9478 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.7937 | 0.6169 | 0.5875 | 0.6169 | 0.5916 | 0.4486 | 0.4422 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.2378 | 0.9269 | 0.9275 | 0.9269 | 0.9271 | 0.8935 | 0.8934 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.0911 | 0.6234 | 0.6199 | 0.6234 | 0.6106 | 0.4640 | 0.4574 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1864 | 0.9383 | 0.9382 | 0.9383 | 0.9382 | 0.9097 | 0.9097 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 1.8766 | 0.6169 | 0.5696 | 0.6169 | 0.5769 | 0.4468 | 0.4377 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1511 | 0.9464 | 0.9467 | 0.9464 | 0.9460 | 0.9218 | 0.9214 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 1.9964 | 0.6429 | 0.6290 | 0.6429 | 0.6349 | 0.4942 | 0.4936 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.1241 | 0.9594 | 0.9593 | 0.9594 | 0.9593 | 0.9406 | 0.9405 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.5715 | 0.5844 | 0.5896 | 0.5844 | 0.5837 | 0.4139 | 0.4125 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9371753424406052 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3478 | 0.3799 | 0.2944 | 0.3799 | 0.2974 | 0.0161 | 0.0122 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2945 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.1883 | 0.5049 | 0.3847 | 0.5049 | 0.4340 | 0.2218 | 0.2062 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2183 | 0.5195 | 0.3783 | 0.5195 | 0.4278 | 0.3044 | 0.2667 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1111 | 0.5747 | 0.4350 | 0.5747 | 0.4943 | 0.3375 | 0.3158 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.0862 | 0.5714 | 0.3975 | 0.5714 | 0.4688 | 0.3755 | 0.3433 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.0489 | 0.5844 | 0.4427 | 0.5844 | 0.5029 | 0.3542 | 0.3314 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.0522 | 0.5649 | 0.3933 | 0.5649 | 0.4635 | 0.3649 | 0.3335 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0681 | 0.5877 | 0.4439 | 0.5877 | 0.5055 | 0.3592 | 0.3370 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0744 | 0.5584 | 0.3912 | 0.5584 | 0.4591 | 0.3556 | 0.3240 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0521 | 0.6023 | 0.4550 | 0.6023 | 0.5182 | 0.3846 | 0.3613 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0981 | 0.5714 | 0.4025 | 0.5714 | 0.4703 | 0.3793 | 0.3443 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0257 | 0.6185 | 0.4672 | 0.6185 | 0.5320 | 0.4120 | 0.3866 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0454 | 0.5714 | 0.4054 | 0.5714 | 0.4709 | 0.3818 | 0.3447 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9946 | 0.6088 | 0.5167 | 0.6088 | 0.5346 | 0.3958 | 0.3754 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0203 | 0.5909 | 0.4883 | 0.5909 | 0.5039 | 0.4073 | 0.3783 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9824 | 0.6218 | 0.5257 | 0.6218 | 0.5575 | 0.4185 | 0.4020 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0590 | 0.5844 | 0.5042 | 0.5844 | 0.5254 | 0.4121 | 0.3825 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9938 | 0.6234 | 0.5383 | 0.6234 | 0.5634 | 0.4243 | 0.4066 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.1093 | 0.5195 | 0.4291 | 0.5195 | 0.4533 | 0.3022 | 0.2775 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 1.0108 | 0.6136 | 0.5196 | 0.6136 | 0.5534 | 0.4070 | 0.3920 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.2357 | 0.5260 | 0.4741 | 0.5260 | 0.4591 | 0.3440 | 0.2924 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 1.0177 | 0.6218 | 0.5346 | 0.6218 | 0.5678 | 0.4205 | 0.4077 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0879 | 0.5649 | 0.4655 | 0.5649 | 0.5022 | 0.3710 | 0.3523 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9379 | 0.6331 | 0.6502 | 0.6331 | 0.5757 | 0.4379 | 0.4229 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9979 | 0.5909 | 0.4115 | 0.5909 | 0.4850 | 0.4082 | 0.3731 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8711 | 0.6477 | 0.5643 | 0.6477 | 0.5764 | 0.4613 | 0.4416 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.1237 | 0.5325 | 0.4789 | 0.5325 | 0.4902 | 0.3431 | 0.3247 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.8183 | 0.6867 | 0.6911 | 0.6867 | 0.6479 | 0.5261 | 0.5142 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.0656 | 0.5844 | 0.4828 | 0.5844 | 0.4898 | 0.3964 | 0.3660 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.7684 | 0.7045 | 0.7101 | 0.7045 | 0.6657 | 0.5542 | 0.5423 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0274 | 0.5844 | 0.4955 | 0.5844 | 0.5222 | 0.4009 | 0.3813 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.6900 | 0.7338 | 0.7286 | 0.7338 | 0.7122 | 0.6020 | 0.5951 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0241 | 0.6234 | 0.5912 | 0.6234 | 0.5832 | 0.4561 | 0.4443 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6080 | 0.7727 | 0.7675 | 0.7727 | 0.7567 | 0.6613 | 0.6546 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.1487 | 0.5779 | 0.5394 | 0.5779 | 0.5319 | 0.3894 | 0.3763 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.5141 | 0.7906 | 0.7839 | 0.7906 | 0.7817 | 0.6887 | 0.6858 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.3408 | 0.5844 | 0.5387 | 0.5844 | 0.5467 | 0.4044 | 0.3928 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.4357 | 0.8409 | 0.8379 | 0.8409 | 0.8363 | 0.7656 | 0.7636 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.6200 | 0.5779 | 0.5310 | 0.5779 | 0.5388 | 0.3933 | 0.3826 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.4548 | 0.8344 | 0.8310 | 0.8344 | 0.8313 | 0.7559 | 0.7550 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.7414 | 0.5455 | 0.4952 | 0.5455 | 0.5137 | 0.3452 | 0.3408 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.4277 | 0.8555 | 0.8544 | 0.8555 | 0.8532 | 0.7870 | 0.7862 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.7836 | 0.5649 | 0.5687 | 0.5649 | 0.5570 | 0.3842 | 0.3812 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.4339 | 0.8555 | 0.8542 | 0.8555 | 0.8545 | 0.7880 | 0.7879 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.6109 | 0.5779 | 0.5358 | 0.5779 | 0.5507 | 0.3934 | 0.3890 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.3473 | 0.8815 | 0.8819 | 0.8815 | 0.8785 | 0.8259 | 0.8244 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.9430 | 0.5714 | 0.5596 | 0.5714 | 0.5630 | 0.3923 | 0.3909 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.2470 | 0.9091 | 0.9092 | 0.9091 | 0.9083 | 0.8664 | 0.8659 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 2.5128 | 0.5844 | 0.5733 | 0.5844 | 0.5746 | 0.4155 | 0.4130 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2353 | 0.9318 | 0.9311 | 0.9318 | 0.9308 | 0.9000 | 0.8996 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 2.5610 | 0.5714 | 0.5554 | 0.5714 | 0.5619 | 0.3928 | 0.3920 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.1794 | 0.9448 | 0.9457 | 0.9448 | 0.9447 | 0.9199 | 0.9194 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 2.6652 | 0.5649 | 0.5653 | 0.5649 | 0.5631 | 0.3854 | 0.3841 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.1800 | 0.9464 | 0.9467 | 0.9464 | 0.9463 | 0.9216 | 0.9215 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 3.2442 | 0.5519 | 0.5361 | 0.5519 | 0.5379 | 0.3668 | 0.3637 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.1908 | 0.9351 | 0.9346 | 0.9351 | 0.9342 | 0.9048 | 0.9044 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.7590 | 0.6039 | 0.6090 | 0.6039 | 0.6048 | 0.4432 | 0.4422 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.3518 | 0.8994 | 0.8998 | 0.8994 | 0.8996 | 0.8530 | 0.8530 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.2668 | 0.5779 | 0.5914 | 0.5779 | 0.5814 | 0.4079 | 0.4059 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.2772 | 0.9140 | 0.9139 | 0.9140 | 0.9136 | 0.8738 | 0.8737 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.0862 | 0.5909 | 0.5773 | 0.5909 | 0.5826 | 0.4196 | 0.4187 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1570 | 0.9448 | 0.9451 | 0.9448 | 0.9449 | 0.9196 | 0.9195 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.7874 | 0.5974 | 0.5835 | 0.5974 | 0.5540 | 0.4195 | 0.4011 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.2358 | 0.9302 | 0.9301 | 0.9302 | 0.9301 | 0.8980 | 0.8979 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.5710 | 0.6169 | 0.6020 | 0.6169 | 0.6079 | 0.4551 | 0.4541 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1165 | 0.9627 | 0.9634 | 0.9627 | 0.9623 | 0.9454 | 0.9452 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.4242 | 0.6299 | 0.5946 | 0.6299 | 0.5989 | 0.4669 | 0.4595 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1003 | 0.9708 | 0.9708 | 0.9708 | 0.9707 | 0.9572 | 0.9572 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.8543 | 0.5844 | 0.5533 | 0.5844 | 0.5636 | 0.4049 | 0.4018 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.0852 | 0.9756 | 0.9762 | 0.9756 | 0.9757 | 0.9645 | 0.9644 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 3.1252 | 0.5974 | 0.5660 | 0.5974 | 0.5744 | 0.4237 | 0.4191 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.0853 | 0.9740 | 0.9743 | 0.9740 | 0.9740 | 0.9621 | 0.9620 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 3.1791 | 0.6039 | 0.5732 | 0.6039 | 0.5821 | 0.4316 | 0.4278 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0896 | 0.9692 | 0.9693 | 0.9692 | 0.9691 | 0.9549 | 0.9549 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 3.2740 | 0.5909 | 0.5799 | 0.5909 | 0.5842 | 0.4190 | 0.4182 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0609 | 0.9724 | 0.9727 | 0.9724 | 0.9724 | 0.9598 | 0.9597 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 3.5718 | 0.5714 | 0.5252 | 0.5714 | 0.5368 | 0.3819 | 0.3751 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0630 | 0.9789 | 0.9790 | 0.9789 | 0.9788 | 0.9691 | 0.9690 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 3.1365 | 0.6234 | 0.6227 | 0.6234 | 0.6114 | 0.4654 | 0.4617 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0483 | 0.9805 | 0.9807 | 0.9805 | 0.9806 | 0.9716 | 0.9716 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 3.7462 | 0.6039 | 0.5703 | 0.6039 | 0.5703 | 0.4273 | 0.4186 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0573 | 0.9805 | 0.9807 | 0.9805 | 0.9805 | 0.9715 | 0.9714 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 4.3284 | 0.6039 | 0.5742 | 0.6039 | 0.5829 | 0.4315 | 0.4280 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0350 | 0.9854 | 0.9854 | 0.9854 | 0.9854 | 0.9787 | 0.9787 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 4.7136 | 0.5974 | 0.5704 | 0.5974 | 0.5787 | 0.4245 | 0.4218 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0729 | 0.9708 | 0.9708 | 0.9708 | 0.9708 | 0.9574 | 0.9573 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 4.0384 | 0.6169 | 0.6020 | 0.6169 | 0.6067 | 0.4536 | 0.4521 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.87batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0767 | 0.9838 | 0.9838 | 0.9838 | 0.9837 | 0.9763 | 0.9762 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.90batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.7763 | 0.5974 | 0.5825 | 0.5974 | 0.5882 | 0.4270 | 0.4261 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0353 | 0.9886 | 0.9888 | 0.9886 | 0.9886 | 0.9835 | 0.9834 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 4.5160 | 0.6039 | 0.5869 | 0.6039 | 0.5804 | 0.4297 | 0.4239 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0606 | 0.9854 | 0.9855 | 0.9854 | 0.9854 | 0.9787 | 0.9786 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 4.6812 | 0.6039 | 0.5911 | 0.6039 | 0.5924 | 0.4362 | 0.4342 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0838 | 0.9627 | 0.9627 | 0.9627 | 0.9627 | 0.9455 | 0.9455 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 4.1418 | 0.5844 | 0.5727 | 0.5844 | 0.5766 | 0.4124 | 0.4114 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0792 | 0.9659 | 0.9669 | 0.9659 | 0.9661 | 0.9506 | 0.9504 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 3.8479 | 0.6169 | 0.6015 | 0.6169 | 0.5989 | 0.4502 | 0.4459 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0977 | 0.9724 | 0.9724 | 0.9724 | 0.9723 | 0.9597 | 0.9596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 4.4161 | 0.5844 | 0.5817 | 0.5844 | 0.5780 | 0.4194 | 0.4166 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9978683859109878 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 2.6120 | 0.3312 | 0.2830 | 0.3312 | 0.2705 | -0.0246 | -0.0204 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3808 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.3508 | 0.3685 | 0.1358 | 0.3685 | 0.1985 | 0.0000 | 0.0000 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3094 | 0.5130 | 0.3782 | 0.5130 | 0.4273 | 0.2906 | 0.2565 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1972 | 0.5438 | 0.4109 | 0.5438 | 0.4680 | 0.2844 | 0.2673 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1949 | 0.5455 | 0.3815 | 0.5455 | 0.4486 | 0.3325 | 0.3038 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1098 | 0.5828 | 0.4397 | 0.5828 | 0.5012 | 0.3507 | 0.3295 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.0519 | 0.5779 | 0.4033 | 0.5779 | 0.4748 | 0.3869 | 0.3535 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0660 | 0.6055 | 0.4572 | 0.6055 | 0.5203 | 0.3902 | 0.3655 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0620 | 0.5779 | 0.4078 | 0.5779 | 0.4772 | 0.3883 | 0.3539 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0170 | 0.6250 | 0.4769 | 0.6250 | 0.5392 | 0.4265 | 0.3985 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0024 | 0.5909 | 0.4141 | 0.5909 | 0.4862 | 0.4096 | 0.3736 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0301 | 0.6266 | 0.4755 | 0.6266 | 0.5398 | 0.4276 | 0.4008 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0683 | 0.5844 | 0.4515 | 0.5844 | 0.4922 | 0.4279 | 0.3664 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0541 | 0.6185 | 0.4710 | 0.6185 | 0.5333 | 0.4147 | 0.3879 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 0.9985 | 0.5974 | 0.4254 | 0.5974 | 0.4934 | 0.4257 | 0.3844 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0214 | 0.6250 | 0.4715 | 0.6250 | 0.5374 | 0.4230 | 0.3971 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 0.9807 | 0.5974 | 0.4180 | 0.5974 | 0.4913 | 0.4200 | 0.3834 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9774 | 0.6429 | 0.4875 | 0.6429 | 0.5540 | 0.4546 | 0.4267 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0165 | 0.5844 | 0.4047 | 0.5844 | 0.4781 | 0.3971 | 0.3626 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9488 | 0.6429 | 0.4870 | 0.6429 | 0.5538 | 0.4542 | 0.4265 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9695 | 0.5844 | 0.4067 | 0.5844 | 0.4796 | 0.3971 | 0.3631 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9239 | 0.6672 | 0.5061 | 0.6672 | 0.5751 | 0.4962 | 0.4657 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.5449 | 0.4935 | 0.4286 | 0.4935 | 0.4075 | 0.3136 | 0.2306 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 1.0008 | 0.6266 | 0.5342 | 0.6266 | 0.5440 | 0.4298 | 0.4020 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0419 | 0.5909 | 0.4100 | 0.5909 | 0.4835 | 0.4087 | 0.3722 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 1.0591 | 0.5860 | 0.4431 | 0.5860 | 0.5034 | 0.3574 | 0.3339 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0612 | 0.5909 | 0.4101 | 0.5909 | 0.4841 | 0.4079 | 0.3726 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.9704 | 0.6429 | 0.4852 | 0.6429 | 0.5530 | 0.4534 | 0.4261 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9525 | 0.5844 | 0.4177 | 0.5844 | 0.4838 | 0.4038 | 0.3645 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.9489 | 0.6510 | 0.5301 | 0.6510 | 0.5664 | 0.4674 | 0.4416 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 0.9877 | 0.5844 | 0.4330 | 0.5844 | 0.4873 | 0.4158 | 0.3656 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.9346 | 0.6461 | 0.4918 | 0.6461 | 0.5572 | 0.4615 | 0.4321 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9679 | 0.5844 | 0.4071 | 0.5844 | 0.4798 | 0.3973 | 0.3632 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.8710 | 0.6705 | 0.5812 | 0.6705 | 0.5829 | 0.5017 | 0.4721 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 0.9222 | 0.5909 | 0.4201 | 0.5909 | 0.4892 | 0.4111 | 0.3752 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.8474 | 0.6769 | 0.7289 | 0.6769 | 0.5979 | 0.5136 | 0.4845 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 0.9161 | 0.5909 | 0.5691 | 0.5909 | 0.5085 | 0.4096 | 0.3788 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.8100 | 0.6916 | 0.6678 | 0.6916 | 0.6464 | 0.5356 | 0.5190 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 0.9058 | 0.6234 | 0.6013 | 0.6234 | 0.5806 | 0.4579 | 0.4408 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.8127 | 0.6981 | 0.6635 | 0.6981 | 0.6647 | 0.5454 | 0.5361 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 0.9542 | 0.6039 | 0.5028 | 0.6039 | 0.5455 | 0.4288 | 0.4144 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.7556 | 0.7289 | 0.7191 | 0.7289 | 0.7048 | 0.5927 | 0.5842 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 0.9992 | 0.5779 | 0.5802 | 0.5779 | 0.5075 | 0.3932 | 0.3635 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.8173 | 0.6883 | 0.6639 | 0.6883 | 0.6444 | 0.5292 | 0.5141 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 0.9869 | 0.5909 | 0.5752 | 0.5909 | 0.5715 | 0.4145 | 0.4065 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.7000 | 0.7370 | 0.7227 | 0.7370 | 0.7217 | 0.6069 | 0.6025 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.1175 | 0.6039 | 0.5611 | 0.6039 | 0.5399 | 0.4290 | 0.4054 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.6681 | 0.7516 | 0.7323 | 0.7516 | 0.7368 | 0.6303 | 0.6270 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.0031 | 0.6169 | 0.5718 | 0.6169 | 0.5804 | 0.4491 | 0.4404 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.6426 | 0.7468 | 0.7343 | 0.7468 | 0.7310 | 0.6214 | 0.6165 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.0414 | 0.6299 | 0.6242 | 0.6299 | 0.6024 | 0.4716 | 0.4561 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.5912 | 0.7987 | 0.7889 | 0.7987 | 0.7900 | 0.7014 | 0.6993 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.1323 | 0.6364 | 0.6404 | 0.6364 | 0.6343 | 0.4849 | 0.4836 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.5183 | 0.8182 | 0.8166 | 0.8182 | 0.8136 | 0.7312 | 0.7298 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.2196 | 0.5844 | 0.5560 | 0.5844 | 0.5523 | 0.4096 | 0.3994 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.5530 | 0.7987 | 0.7908 | 0.7987 | 0.7905 | 0.7015 | 0.6991 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.1237 | 0.5909 | 0.5868 | 0.5909 | 0.5785 | 0.4174 | 0.4109 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.4887 | 0.8231 | 0.8190 | 0.8231 | 0.8180 | 0.7382 | 0.7366 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.2697 | 0.6104 | 0.6105 | 0.6104 | 0.6016 | 0.4470 | 0.4424 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.5028 | 0.7987 | 0.7941 | 0.7987 | 0.7943 | 0.7034 | 0.7022 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.4989 | 0.5974 | 0.5700 | 0.5974 | 0.5475 | 0.4266 | 0.4001 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.5265 | 0.8149 | 0.8113 | 0.8149 | 0.8059 | 0.7254 | 0.7216 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.0564 | 0.6494 | 0.6382 | 0.6494 | 0.6411 | 0.5024 | 0.5007 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.4566 | 0.8360 | 0.8340 | 0.8360 | 0.8330 | 0.7585 | 0.7574 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.3087 | 0.6429 | 0.6347 | 0.6429 | 0.6043 | 0.4867 | 0.4723 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.4649 | 0.8344 | 0.8335 | 0.8344 | 0.8320 | 0.7559 | 0.7548 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.2020 | 0.6429 | 0.6339 | 0.6429 | 0.6350 | 0.4915 | 0.4899 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.3971 | 0.8653 | 0.8622 | 0.8653 | 0.8626 | 0.8017 | 0.8010 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.2095 | 0.6494 | 0.6435 | 0.6494 | 0.6370 | 0.4994 | 0.4936 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.4781 | 0.8328 | 0.8291 | 0.8328 | 0.8276 | 0.7528 | 0.7509 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.2532 | 0.6558 | 0.6597 | 0.6558 | 0.6530 | 0.5149 | 0.5113 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.3758 | 0.8620 | 0.8583 | 0.8620 | 0.8588 | 0.7970 | 0.7962 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 1.4398 | 0.6494 | 0.6420 | 0.6494 | 0.6258 | 0.5056 | 0.4935 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.3008 | 0.8880 | 0.8870 | 0.8880 | 0.8855 | 0.8352 | 0.8340 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.5012 | 0.6364 | 0.6250 | 0.6364 | 0.6225 | 0.4791 | 0.4746 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.2542 | 0.9123 | 0.9135 | 0.9123 | 0.9103 | 0.8713 | 0.8698 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.6371 | 0.6299 | 0.6275 | 0.6299 | 0.6272 | 0.4814 | 0.4805 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.2259 | 0.9172 | 0.9161 | 0.9172 | 0.9164 | 0.8786 | 0.8785 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.9777 | 0.6299 | 0.6449 | 0.6299 | 0.6166 | 0.4740 | 0.4623 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.2752 | 0.9010 | 0.9010 | 0.9010 | 0.9007 | 0.8550 | 0.8548 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 1.7811 | 0.6494 | 0.6581 | 0.6494 | 0.6365 | 0.5042 | 0.4924 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.2297 | 0.9172 | 0.9166 | 0.9172 | 0.9161 | 0.8785 | 0.8780 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 1.7810 | 0.6364 | 0.5948 | 0.6364 | 0.6051 | 0.4780 | 0.4719 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.2973 | 0.8994 | 0.8979 | 0.8994 | 0.8976 | 0.8524 | 0.8518 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 1.7156 | 0.6234 | 0.6087 | 0.6234 | 0.5987 | 0.4568 | 0.4485 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.2553 | 0.9042 | 0.9042 | 0.9042 | 0.9029 | 0.8591 | 0.8584 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 1.8476 | 0.6104 | 0.6089 | 0.6104 | 0.6045 | 0.4492 | 0.4472 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.2633 | 0.9205 | 0.9194 | 0.9205 | 0.9192 | 0.8832 | 0.8827 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.1638 | 0.6234 | 0.6110 | 0.6234 | 0.6119 | 0.4620 | 0.4588 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.3436 | 0.8880 | 0.8868 | 0.8880 | 0.8868 | 0.8354 | 0.8351 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 1.6972 | 0.5974 | 0.6029 | 0.5974 | 0.5956 | 0.4388 | 0.4365 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.2950 | 0.9058 | 0.9047 | 0.9058 | 0.9048 | 0.8619 | 0.8616 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 1.6776 | 0.6234 | 0.6098 | 0.6234 | 0.6091 | 0.4623 | 0.4572 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.2118 | 0.9302 | 0.9300 | 0.9302 | 0.9296 | 0.8976 | 0.8973 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 1.6809 | 0.6364 | 0.6421 | 0.6364 | 0.6295 | 0.4848 | 0.4781 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1734 | 0.9432 | 0.9431 | 0.9432 | 0.9429 | 0.9168 | 0.9166 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 39.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 1.9860 | 0.6494 | 0.6482 | 0.6494 | 0.6400 | 0.5002 | 0.4947 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.1344 | 0.9448 | 0.9460 | 0.9448 | 0.9452 | 0.9196 | 0.9195 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 25.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.3038 | 0.6169 | 0.6125 | 0.6169 | 0.5942 | 0.4529 | 0.4401 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9057817250490189 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3462 | 0.3847 | 0.2892 | 0.3847 | 0.2691 | 0.0006 | 0.0003 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3020 | 0.3636 | 0.2975 | 0.3636 | 0.2380 | 0.0765 | 0.0370 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 2 | Train | 1.2854 | 0.3620 | 0.2780 | 0.3620 | 0.2884 | -0.0215 | -0.0171 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3036 | 0.3571 | 0.2965 | 0.3571 | 0.2193 | 0.0697 | 0.0279 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 3 | Train | 1.2549 | 0.3669 | 0.2847 | 0.3669 | 0.2471 | -0.0096 | -0.0051 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.3509 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.2382 | 0.3864 | 0.1493 | 0.3864 | 0.2154 | 0.0000 | 0.0000 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.2491 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.2356 | 0.4058 | 0.3820 | 0.4058 | 0.2585 | 0.0946 | 0.0327 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.2984 | 0.4870 | 0.3350 | 0.4870 | 0.3928 | 0.2368 | 0.2112 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.2361 | 0.5016 | 0.3898 | 0.5016 | 0.4116 | 0.2359 | 0.1937 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.2748 | 0.4805 | 0.4225 | 0.4805 | 0.3967 | 0.2904 | 0.2110 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.1523 | 0.5731 | 0.4382 | 0.5731 | 0.4948 | 0.3376 | 0.3152 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.1597 | 0.5000 | 0.3442 | 0.5000 | 0.4069 | 0.2556 | 0.2325 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0978 | 0.5893 | 0.4447 | 0.5893 | 0.5069 | 0.3618 | 0.3400 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.1022 | 0.5260 | 0.3624 | 0.5260 | 0.4283 | 0.2995 | 0.2724 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0021 | 0.6120 | 0.4625 | 0.6120 | 0.5268 | 0.4009 | 0.3767 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.1870 | 0.4935 | 0.4286 | 0.4935 | 0.4075 | 0.3136 | 0.2306 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9863 | 0.6250 | 0.4825 | 0.6250 | 0.5412 | 0.4293 | 0.3988 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 0.9914 | 0.5909 | 0.4092 | 0.5909 | 0.4831 | 0.4084 | 0.3723 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9197 | 0.6477 | 0.4928 | 0.6477 | 0.5588 | 0.4637 | 0.4346 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0339 | 0.5909 | 0.4092 | 0.5909 | 0.4831 | 0.4084 | 0.3723 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9302 | 0.6575 | 0.4963 | 0.6575 | 0.5656 | 0.4784 | 0.4496 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9791 | 0.6104 | 0.5332 | 0.6104 | 0.5213 | 0.4572 | 0.4074 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8855 | 0.6558 | 0.5606 | 0.6558 | 0.5705 | 0.4821 | 0.4490 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9667 | 0.6169 | 0.4352 | 0.6169 | 0.5082 | 0.4559 | 0.4138 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8609 | 0.6737 | 0.5860 | 0.6737 | 0.5911 | 0.5081 | 0.4786 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.8849 | 0.6558 | 0.5707 | 0.6558 | 0.5955 | 0.5168 | 0.4876 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.8691 | 0.6688 | 0.6998 | 0.6688 | 0.6098 | 0.4995 | 0.4829 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9270 | 0.6429 | 0.5536 | 0.6429 | 0.5934 | 0.4907 | 0.4798 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.8127 | 0.6899 | 0.6644 | 0.6899 | 0.6264 | 0.5369 | 0.5111 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0062 | 0.5909 | 0.4845 | 0.5909 | 0.5223 | 0.4061 | 0.3873 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.8142 | 0.6834 | 0.6399 | 0.6834 | 0.6452 | 0.5226 | 0.5127 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 12.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9508 | 0.5844 | 0.5333 | 0.5844 | 0.5336 | 0.3974 | 0.3849 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:06<00:00, 1.63batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.7236 | 0.7224 | 0.6984 | 0.7224 | 0.6859 | 0.5837 | 0.5717 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 0.9195 | 0.6299 | 0.5739 | 0.6299 | 0.5959 | 0.4688 | 0.4629 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.7744 | 0.7159 | 0.6836 | 0.7159 | 0.6805 | 0.5746 | 0.5646 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.0214 | 0.5909 | 0.5588 | 0.5909 | 0.5516 | 0.4092 | 0.3962 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.7223 | 0.7403 | 0.7409 | 0.7403 | 0.7085 | 0.6133 | 0.6024 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 0.9417 | 0.6104 | 0.5730 | 0.6104 | 0.5726 | 0.4426 | 0.4287 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.35batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.6288 | 0.7630 | 0.7435 | 0.7630 | 0.7438 | 0.6473 | 0.6421 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 0.9606 | 0.6429 | 0.6112 | 0.6429 | 0.5921 | 0.4892 | 0.4687 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.5395 | 0.8019 | 0.7850 | 0.8019 | 0.7838 | 0.7072 | 0.7021 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.0826 | 0.6104 | 0.5781 | 0.6104 | 0.5863 | 0.4393 | 0.4346 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.4645 | 0.8263 | 0.8201 | 0.8263 | 0.8165 | 0.7429 | 0.7393 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.1829 | 0.6234 | 0.5868 | 0.6234 | 0.5946 | 0.4607 | 0.4546 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.40batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.4640 | 0.8279 | 0.8209 | 0.8279 | 0.8194 | 0.7458 | 0.7429 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.0537 | 0.6818 | 0.6615 | 0.6818 | 0.6635 | 0.5445 | 0.5398 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.4301 | 0.8409 | 0.8323 | 0.8409 | 0.8321 | 0.7648 | 0.7622 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.2925 | 0.6039 | 0.5840 | 0.6039 | 0.5906 | 0.4345 | 0.4326 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.46batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3481 | 0.8750 | 0.8705 | 0.8750 | 0.8703 | 0.8158 | 0.8144 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.5756 | 0.5844 | 0.5851 | 0.5844 | 0.5843 | 0.4164 | 0.4162 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.3090 | 0.8685 | 0.8650 | 0.8685 | 0.8659 | 0.8067 | 0.8062 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.4004 | 0.6688 | 0.6478 | 0.6688 | 0.6508 | 0.5285 | 0.5230 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2313 | 0.9205 | 0.9193 | 0.9205 | 0.9184 | 0.8835 | 0.8825 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.8883 | 0.6429 | 0.6333 | 0.6429 | 0.6368 | 0.4943 | 0.4935 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.3180 | 0.8864 | 0.8836 | 0.8864 | 0.8843 | 0.8330 | 0.8326 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.4986 | 0.6299 | 0.6358 | 0.6299 | 0.6222 | 0.4750 | 0.4713 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.3693 | 0.8782 | 0.8765 | 0.8782 | 0.8768 | 0.8214 | 0.8211 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.84batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.3510 | 0.6234 | 0.6024 | 0.6234 | 0.6073 | 0.4625 | 0.4589 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.3501 | 0.8571 | 0.8573 | 0.8571 | 0.8521 | 0.7894 | 0.7865 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.5798 | 0.5584 | 0.5735 | 0.5584 | 0.5591 | 0.3834 | 0.3799 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.3757 | 0.8782 | 0.8760 | 0.8782 | 0.8764 | 0.8218 | 0.8215 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.2067 | 0.6364 | 0.6585 | 0.6364 | 0.6331 | 0.4900 | 0.4854 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.37batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.2296 | 0.9140 | 0.9166 | 0.9140 | 0.9140 | 0.8741 | 0.8737 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.4946 | 0.6364 | 0.6044 | 0.6364 | 0.6126 | 0.4830 | 0.4781 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.2026 | 0.9318 | 0.9313 | 0.9318 | 0.9305 | 0.9000 | 0.8994 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.0106 | 0.5974 | 0.5741 | 0.5974 | 0.5704 | 0.4323 | 0.4211 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.2107 | 0.9351 | 0.9345 | 0.9351 | 0.9346 | 0.9048 | 0.9047 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.8789 | 0.6494 | 0.6315 | 0.6494 | 0.6282 | 0.4963 | 0.4900 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.37batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1668 | 0.9464 | 0.9463 | 0.9464 | 0.9463 | 0.9217 | 0.9217 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.9211 | 0.6169 | 0.6013 | 0.6169 | 0.6072 | 0.4577 | 0.4564 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.38batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1211 | 0.9497 | 0.9495 | 0.9497 | 0.9495 | 0.9263 | 0.9263 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.0507 | 0.6494 | 0.6393 | 0.6494 | 0.6427 | 0.5024 | 0.5014 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.2279 | 0.9334 | 0.9340 | 0.9334 | 0.9334 | 0.9030 | 0.9029 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.8143 | 0.6494 | 0.6760 | 0.6494 | 0.6547 | 0.5118 | 0.5079 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.2554 | 0.9188 | 0.9205 | 0.9188 | 0.9183 | 0.8811 | 0.8806 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.3910 | 0.6623 | 0.6621 | 0.6623 | 0.6616 | 0.5266 | 0.5262 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1334 | 0.9513 | 0.9517 | 0.9513 | 0.9514 | 0.9290 | 0.9289 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.9250 | 0.6234 | 0.6268 | 0.6234 | 0.6128 | 0.4706 | 0.4609 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0762 | 0.9740 | 0.9739 | 0.9740 | 0.9739 | 0.9620 | 0.9620 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.1840 | 0.6169 | 0.6344 | 0.6169 | 0.6245 | 0.4683 | 0.4675 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0380 | 0.9870 | 0.9875 | 0.9870 | 0.9871 | 0.9811 | 0.9811 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 38.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.3725 | 0.6688 | 0.6480 | 0.6688 | 0.6492 | 0.5274 | 0.5223 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0384 | 0.9903 | 0.9904 | 0.9903 | 0.9902 | 0.9858 | 0.9857 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.6769 | 0.6364 | 0.6461 | 0.6364 | 0.6397 | 0.4903 | 0.4896 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0562 | 0.9805 | 0.9810 | 0.9805 | 0.9807 | 0.9716 | 0.9716 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.0239 | 0.6494 | 0.6249 | 0.6494 | 0.6262 | 0.5020 | 0.4936 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0958 | 0.9692 | 0.9692 | 0.9692 | 0.9691 | 0.9549 | 0.9549 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.1540 | 0.6558 | 0.6363 | 0.6558 | 0.6407 | 0.5131 | 0.5096 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.67batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0631 | 0.9805 | 0.9806 | 0.9805 | 0.9805 | 0.9716 | 0.9716 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.2761 | 0.6558 | 0.6675 | 0.6558 | 0.6427 | 0.5102 | 0.5032 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0679 | 0.9805 | 0.9806 | 0.9805 | 0.9804 | 0.9715 | 0.9715 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.1052 | 0.6818 | 0.6839 | 0.6818 | 0.6794 | 0.5576 | 0.5556 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1212 | 0.9659 | 0.9663 | 0.9659 | 0.9660 | 0.9503 | 0.9503 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.2203 | 0.6299 | 0.6081 | 0.6299 | 0.6120 | 0.4690 | 0.4649 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0861 | 0.9692 | 0.9694 | 0.9692 | 0.9692 | 0.9550 | 0.9550 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.4420 | 0.6234 | 0.6054 | 0.6234 | 0.5976 | 0.4577 | 0.4505 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0888 | 0.9805 | 0.9806 | 0.9805 | 0.9804 | 0.9715 | 0.9714 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 1.7844 | 0.6688 | 0.6666 | 0.6688 | 0.6641 | 0.5343 | 0.5319 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.8848837971687317 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 2.0622 | 0.3539 | 0.3190 | 0.3539 | 0.2966 | 0.0180 | 0.0154 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3664 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.3159 | 0.4367 | 0.3531 | 0.4367 | 0.3438 | 0.1202 | 0.0867 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2133 | 0.5519 | 0.3867 | 0.5519 | 0.4521 | 0.3457 | 0.3116 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2196 | 0.5081 | 0.4202 | 0.5081 | 0.4277 | 0.2516 | 0.2040 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1857 | 0.4610 | 0.3451 | 0.4610 | 0.3586 | 0.2230 | 0.1669 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1399 | 0.5568 | 0.4202 | 0.5568 | 0.4783 | 0.3066 | 0.2871 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.0792 | 0.5455 | 0.3867 | 0.5455 | 0.4488 | 0.3387 | 0.3051 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0994 | 0.5779 | 0.4369 | 0.5779 | 0.4975 | 0.3429 | 0.3222 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0999 | 0.5390 | 0.4000 | 0.5390 | 0.4468 | 0.3416 | 0.2967 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0803 | 0.5942 | 0.4489 | 0.5942 | 0.5114 | 0.3705 | 0.3481 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0700 | 0.5649 | 0.4093 | 0.5649 | 0.4674 | 0.3775 | 0.3355 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0437 | 0.6104 | 0.4609 | 0.6104 | 0.5252 | 0.3981 | 0.3741 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0853 | 0.5779 | 0.4125 | 0.5779 | 0.4769 | 0.3948 | 0.3549 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0475 | 0.6153 | 0.4644 | 0.6153 | 0.5292 | 0.4062 | 0.3817 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0150 | 0.5584 | 0.4031 | 0.5584 | 0.4603 | 0.3677 | 0.3257 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.1129 | 0.6006 | 0.4532 | 0.6006 | 0.5166 | 0.3812 | 0.3582 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0463 | 0.5714 | 0.3980 | 0.5714 | 0.4690 | 0.3758 | 0.3434 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 1.1201 | 0.5795 | 0.4501 | 0.5795 | 0.4993 | 0.3574 | 0.3267 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.2007 | 0.5065 | 0.3870 | 0.5065 | 0.4043 | 0.3075 | 0.2376 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 1.0858 | 0.5942 | 0.4485 | 0.5942 | 0.5111 | 0.3702 | 0.3479 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.1386 | 0.5519 | 0.4014 | 0.5519 | 0.4542 | 0.3610 | 0.3162 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 1.0456 | 0.6104 | 0.4616 | 0.6104 | 0.5254 | 0.3986 | 0.3744 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0513 | 0.5455 | 0.3900 | 0.5455 | 0.4499 | 0.3406 | 0.3054 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 1.0358 | 0.6136 | 0.4629 | 0.6136 | 0.5276 | 0.4035 | 0.3790 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0127 | 0.5584 | 0.3992 | 0.5584 | 0.4599 | 0.3639 | 0.3253 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.9694 | 0.6250 | 0.4731 | 0.6250 | 0.5383 | 0.4236 | 0.3978 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9660 | 0.6104 | 0.4284 | 0.6104 | 0.5024 | 0.4428 | 0.4036 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.9523 | 0.6347 | 0.5888 | 0.6347 | 0.5488 | 0.4406 | 0.4140 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9612 | 0.5974 | 0.4166 | 0.5974 | 0.4906 | 0.4196 | 0.3833 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.9078 | 0.6494 | 0.6549 | 0.6494 | 0.5692 | 0.4652 | 0.4392 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 0.9345 | 0.6039 | 0.5711 | 0.6039 | 0.5057 | 0.4316 | 0.3949 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.9060 | 0.6477 | 0.6483 | 0.6477 | 0.5717 | 0.4625 | 0.4374 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9344 | 0.6169 | 0.5805 | 0.6169 | 0.5263 | 0.4508 | 0.4167 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.8417 | 0.6705 | 0.6314 | 0.6705 | 0.6146 | 0.5028 | 0.4828 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0160 | 0.6039 | 0.4953 | 0.6039 | 0.5056 | 0.4285 | 0.3952 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.8486 | 0.6672 | 0.6452 | 0.6672 | 0.6087 | 0.4954 | 0.4753 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 0.9323 | 0.6234 | 0.5617 | 0.6234 | 0.5500 | 0.4590 | 0.4322 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.8465 | 0.6981 | 0.6725 | 0.6981 | 0.6477 | 0.5483 | 0.5276 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 0.9950 | 0.6104 | 0.5173 | 0.6104 | 0.5366 | 0.4368 | 0.4133 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.32batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.8034 | 0.6916 | 0.6611 | 0.6916 | 0.6448 | 0.5349 | 0.5186 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 0.9772 | 0.6104 | 0.5240 | 0.6104 | 0.5402 | 0.4379 | 0.4149 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.49batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.7877 | 0.6916 | 0.6647 | 0.6916 | 0.6450 | 0.5377 | 0.5201 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 0.9689 | 0.6299 | 0.6878 | 0.6299 | 0.5638 | 0.4686 | 0.4428 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.41batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.8182 | 0.6737 | 0.6378 | 0.6737 | 0.6275 | 0.5074 | 0.4922 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.0197 | 0.5974 | 0.5178 | 0.5974 | 0.5242 | 0.4155 | 0.3945 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.7647 | 0.7045 | 0.6911 | 0.7045 | 0.6538 | 0.5563 | 0.5366 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 0.9607 | 0.6104 | 0.5172 | 0.6104 | 0.5275 | 0.4394 | 0.4092 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.7484 | 0.7110 | 0.6951 | 0.7110 | 0.6823 | 0.5664 | 0.5555 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 0.9491 | 0.6169 | 0.5255 | 0.6169 | 0.5498 | 0.4529 | 0.4276 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.7316 | 0.7110 | 0.6907 | 0.7110 | 0.6832 | 0.5677 | 0.5572 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.0204 | 0.6364 | 0.6147 | 0.6364 | 0.5796 | 0.4779 | 0.4579 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.6858 | 0.7338 | 0.7177 | 0.7338 | 0.7052 | 0.6012 | 0.5908 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 0.9671 | 0.6039 | 0.5544 | 0.6039 | 0.5447 | 0.4263 | 0.4082 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.55batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.6675 | 0.7419 | 0.7337 | 0.7419 | 0.7213 | 0.6155 | 0.6067 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.0667 | 0.6299 | 0.6046 | 0.6299 | 0.5921 | 0.4657 | 0.4536 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.45batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.6868 | 0.7321 | 0.7199 | 0.7321 | 0.7150 | 0.5989 | 0.5935 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.1715 | 0.5649 | 0.5427 | 0.5649 | 0.5220 | 0.3743 | 0.3546 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.6595 | 0.7630 | 0.7441 | 0.7630 | 0.7435 | 0.6473 | 0.6418 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.80batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.0702 | 0.6104 | 0.5462 | 0.6104 | 0.5540 | 0.4369 | 0.4212 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.5568 | 0.7906 | 0.7828 | 0.7906 | 0.7827 | 0.6896 | 0.6872 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.0900 | 0.6429 | 0.6204 | 0.6429 | 0.6168 | 0.4861 | 0.4786 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.5134 | 0.8068 | 0.8041 | 0.8068 | 0.8001 | 0.7149 | 0.7115 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.5836 | 0.6104 | 0.5911 | 0.6104 | 0.5793 | 0.4413 | 0.4279 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.5205 | 0.8149 | 0.8090 | 0.8149 | 0.8097 | 0.7264 | 0.7251 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.0124 | 0.6688 | 0.6508 | 0.6688 | 0.6518 | 0.5262 | 0.5221 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.4544 | 0.8295 | 0.8236 | 0.8295 | 0.8244 | 0.7483 | 0.7470 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.0006 | 0.6429 | 0.6380 | 0.6429 | 0.6326 | 0.4928 | 0.4873 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.4480 | 0.8263 | 0.8228 | 0.8263 | 0.8217 | 0.7437 | 0.7419 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.3927 | 0.6299 | 0.6101 | 0.6299 | 0.6064 | 0.4707 | 0.4617 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.4676 | 0.8247 | 0.8227 | 0.8247 | 0.8231 | 0.7425 | 0.7422 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.1908 | 0.6623 | 0.6488 | 0.6623 | 0.6479 | 0.5167 | 0.5127 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.4457 | 0.8409 | 0.8374 | 0.8409 | 0.8380 | 0.7657 | 0.7651 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 1.2361 | 0.6234 | 0.5893 | 0.6234 | 0.5944 | 0.4576 | 0.4505 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.3737 | 0.8653 | 0.8631 | 0.8653 | 0.8617 | 0.8015 | 0.8000 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.78batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.1745 | 0.6364 | 0.6349 | 0.6364 | 0.6332 | 0.4868 | 0.4851 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.3032 | 0.8961 | 0.8956 | 0.8961 | 0.8929 | 0.8476 | 0.8457 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.6031 | 0.6364 | 0.6178 | 0.6364 | 0.6136 | 0.4798 | 0.4725 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.4018 | 0.8604 | 0.8603 | 0.8604 | 0.8603 | 0.7961 | 0.7961 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.2902 | 0.6558 | 0.6343 | 0.6558 | 0.6326 | 0.5059 | 0.4994 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.3457 | 0.8831 | 0.8835 | 0.8831 | 0.8811 | 0.8281 | 0.8269 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 1.2789 | 0.6429 | 0.6137 | 0.6429 | 0.6230 | 0.4893 | 0.4860 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.2891 | 0.9058 | 0.9059 | 0.9058 | 0.9053 | 0.8621 | 0.8618 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.26batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 1.4351 | 0.6364 | 0.6231 | 0.6364 | 0.6235 | 0.4844 | 0.4799 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.2370 | 0.9107 | 0.9100 | 0.9107 | 0.9102 | 0.8692 | 0.8691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 1.4439 | 0.6429 | 0.6246 | 0.6429 | 0.6308 | 0.4913 | 0.4895 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1982 | 0.9205 | 0.9215 | 0.9205 | 0.9202 | 0.8837 | 0.8832 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 1.5878 | 0.6558 | 0.6374 | 0.6558 | 0.6362 | 0.5079 | 0.5018 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.2937 | 0.9026 | 0.9025 | 0.9026 | 0.9022 | 0.8575 | 0.8574 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.2120 | 0.6234 | 0.6141 | 0.6234 | 0.5937 | 0.4602 | 0.4462 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.3372 | 0.8815 | 0.8796 | 0.8815 | 0.8787 | 0.8258 | 0.8246 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 1.1373 | 0.6883 | 0.7013 | 0.6883 | 0.6865 | 0.5616 | 0.5581 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.2889 | 0.8994 | 0.9027 | 0.8994 | 0.8981 | 0.8529 | 0.8517 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 1.5241 | 0.6753 | 0.6503 | 0.6753 | 0.6479 | 0.5386 | 0.5285 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.2599 | 0.9075 | 0.9071 | 0.9075 | 0.9071 | 0.8645 | 0.8644 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 1.3156 | 0.6364 | 0.6277 | 0.6364 | 0.6265 | 0.4838 | 0.4798 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.2218 | 0.9253 | 0.9256 | 0.9253 | 0.9238 | 0.8907 | 0.8896 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 1.5954 | 0.6364 | 0.6259 | 0.6364 | 0.6293 | 0.4828 | 0.4818 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.1574 | 0.9448 | 0.9445 | 0.9448 | 0.9445 | 0.9192 | 0.9191 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 1.7782 | 0.5844 | 0.5779 | 0.5844 | 0.5792 | 0.4120 | 0.4112 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9322653770446777 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.2854 | 0.3799 | 0.3474 | 0.3799 | 0.2999 | 0.0494 | 0.0376 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2441 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2080 | 0.5065 | 0.3824 | 0.5065 | 0.4352 | 0.2202 | 0.2062 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.1374 | 0.4935 | 0.3646 | 0.4935 | 0.4050 | 0.2660 | 0.2278 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1078 | 0.6006 | 0.4549 | 0.6006 | 0.5173 | 0.3822 | 0.3588 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1847 | 0.5130 | 0.3842 | 0.5130 | 0.4124 | 0.3099 | 0.2482 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1376 | 0.5568 | 0.4308 | 0.5568 | 0.4776 | 0.3149 | 0.2853 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.4110 | 0.5519 | 0.3909 | 0.5519 | 0.4507 | 0.3517 | 0.3106 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1770 | 0.5795 | 0.4401 | 0.5795 | 0.4989 | 0.3479 | 0.3254 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.2530 | 0.4740 | 0.3667 | 0.4740 | 0.3683 | 0.2584 | 0.1865 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0726 | 0.5828 | 0.4404 | 0.5828 | 0.5006 | 0.3517 | 0.3287 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 0.9810 | 0.6039 | 0.4189 | 0.6039 | 0.4942 | 0.4302 | 0.3922 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 0.9900 | 0.6185 | 0.4674 | 0.6185 | 0.5324 | 0.4121 | 0.3872 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 0.9420 | 0.6039 | 0.4184 | 0.6039 | 0.4937 | 0.4306 | 0.3921 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9356 | 0.6315 | 0.5142 | 0.6315 | 0.5466 | 0.4342 | 0.4092 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 0.9136 | 0.6169 | 0.4349 | 0.6169 | 0.5084 | 0.4551 | 0.4137 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9336 | 0.6218 | 0.5139 | 0.6218 | 0.5431 | 0.4214 | 0.3958 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 0.9253 | 0.5909 | 0.4626 | 0.5909 | 0.5120 | 0.4064 | 0.3851 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.8955 | 0.6672 | 0.5629 | 0.6672 | 0.5960 | 0.4949 | 0.4729 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 0.8980 | 0.6558 | 0.6728 | 0.6558 | 0.6169 | 0.5082 | 0.4898 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.8666 | 0.6558 | 0.6383 | 0.6558 | 0.5956 | 0.4792 | 0.4579 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9341 | 0.5844 | 0.4823 | 0.5844 | 0.5235 | 0.3989 | 0.3826 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8072 | 0.6997 | 0.6650 | 0.6997 | 0.6588 | 0.5481 | 0.5350 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9961 | 0.5974 | 0.5220 | 0.5974 | 0.5437 | 0.4179 | 0.4025 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8651 | 0.7013 | 0.7183 | 0.7013 | 0.6594 | 0.5538 | 0.5408 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0526 | 0.6234 | 0.5532 | 0.6234 | 0.5373 | 0.4716 | 0.4279 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8153 | 0.7094 | 0.7268 | 0.7094 | 0.6629 | 0.5618 | 0.5462 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9325 | 0.5844 | 0.5068 | 0.5844 | 0.5369 | 0.4059 | 0.3897 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7105 | 0.7419 | 0.7400 | 0.7419 | 0.7245 | 0.6137 | 0.6064 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.1666 | 0.5844 | 0.5805 | 0.5844 | 0.5642 | 0.4102 | 0.4052 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6837 | 0.7565 | 0.7423 | 0.7565 | 0.7427 | 0.6377 | 0.6340 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0879 | 0.6169 | 0.6136 | 0.6169 | 0.6008 | 0.4568 | 0.4517 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.6155 | 0.7841 | 0.7728 | 0.7841 | 0.7705 | 0.6791 | 0.6748 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.1899 | 0.6234 | 0.6179 | 0.6234 | 0.6142 | 0.4644 | 0.4602 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6194 | 0.7597 | 0.7462 | 0.7597 | 0.7482 | 0.6430 | 0.6402 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0024 | 0.6169 | 0.6262 | 0.6169 | 0.6150 | 0.4570 | 0.4546 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.5283 | 0.7825 | 0.7759 | 0.7825 | 0.7697 | 0.6767 | 0.6718 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.2737 | 0.5844 | 0.5600 | 0.5844 | 0.5646 | 0.4054 | 0.4018 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.4730 | 0.8198 | 0.8162 | 0.8198 | 0.8161 | 0.7339 | 0.7328 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.3462 | 0.5909 | 0.5676 | 0.5909 | 0.5772 | 0.4179 | 0.4166 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.4057 | 0.8604 | 0.8588 | 0.8604 | 0.8551 | 0.7943 | 0.7916 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.2844 | 0.6169 | 0.6030 | 0.6169 | 0.6047 | 0.4524 | 0.4495 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.3754 | 0.8815 | 0.8801 | 0.8815 | 0.8803 | 0.8261 | 0.8258 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.3518 | 0.6364 | 0.6336 | 0.6364 | 0.6302 | 0.4845 | 0.4828 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.3671 | 0.8555 | 0.8514 | 0.8555 | 0.8506 | 0.7867 | 0.7851 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.6028 | 0.5844 | 0.5384 | 0.5844 | 0.5545 | 0.4023 | 0.3973 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.3343 | 0.8896 | 0.8882 | 0.8896 | 0.8884 | 0.8379 | 0.8376 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.6534 | 0.6234 | 0.6003 | 0.6234 | 0.5878 | 0.4579 | 0.4450 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3450 | 0.8766 | 0.8750 | 0.8766 | 0.8750 | 0.8187 | 0.8182 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.5528 | 0.6623 | 0.6517 | 0.6623 | 0.6463 | 0.5169 | 0.5118 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2802 | 0.8994 | 0.9000 | 0.8994 | 0.8962 | 0.8524 | 0.8505 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.5364 | 0.6104 | 0.5891 | 0.6104 | 0.5952 | 0.4425 | 0.4399 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.44batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2539 | 0.9188 | 0.9184 | 0.9188 | 0.9181 | 0.8810 | 0.8806 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.9296 | 0.6234 | 0.5999 | 0.6234 | 0.6064 | 0.4610 | 0.4580 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2464 | 0.9269 | 0.9268 | 0.9269 | 0.9264 | 0.8930 | 0.8928 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 2.3030 | 0.5779 | 0.5379 | 0.5779 | 0.5502 | 0.3923 | 0.3874 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 2.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.2653 | 0.9026 | 0.9016 | 0.9026 | 0.9014 | 0.8568 | 0.8564 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.0933 | 0.5909 | 0.5527 | 0.5909 | 0.5552 | 0.4094 | 0.3999 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.2834 | 0.9058 | 0.9048 | 0.9058 | 0.9044 | 0.8616 | 0.8611 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.6392 | 0.6299 | 0.6109 | 0.6299 | 0.6138 | 0.4738 | 0.4708 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1864 | 0.9334 | 0.9332 | 0.9334 | 0.9328 | 0.9024 | 0.9022 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.0515 | 0.6299 | 0.6203 | 0.6299 | 0.6105 | 0.4722 | 0.4661 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1988 | 0.9351 | 0.9366 | 0.9351 | 0.9353 | 0.9053 | 0.9051 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.1359 | 0.6429 | 0.6113 | 0.6429 | 0.6126 | 0.4868 | 0.4782 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1534 | 0.9464 | 0.9473 | 0.9464 | 0.9459 | 0.9216 | 0.9210 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.1389 | 0.6494 | 0.6333 | 0.6494 | 0.6270 | 0.4965 | 0.4893 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1351 | 0.9578 | 0.9580 | 0.9578 | 0.9579 | 0.9384 | 0.9384 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.2668 | 0.6623 | 0.6372 | 0.6623 | 0.6361 | 0.5154 | 0.5080 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.0809 | 0.9643 | 0.9643 | 0.9643 | 0.9642 | 0.9478 | 0.9477 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.8546 | 0.6299 | 0.6292 | 0.6299 | 0.6165 | 0.4709 | 0.4655 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.0774 | 0.9740 | 0.9741 | 0.9740 | 0.9739 | 0.9621 | 0.9619 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.8510 | 0.5974 | 0.6101 | 0.5974 | 0.6027 | 0.4385 | 0.4379 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1579 | 0.9432 | 0.9430 | 0.9432 | 0.9430 | 0.9168 | 0.9167 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 3.1784 | 0.6234 | 0.6076 | 0.6234 | 0.6126 | 0.4645 | 0.4631 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.2166 | 0.9334 | 0.9338 | 0.9334 | 0.9333 | 0.9030 | 0.9029 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 3.3268 | 0.5779 | 0.6102 | 0.5779 | 0.5828 | 0.4091 | 0.4025 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.5755 | 0.8636 | 0.8642 | 0.8636 | 0.8636 | 0.8013 | 0.8010 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.5139 | 0.5714 | 0.5414 | 0.5714 | 0.5523 | 0.3852 | 0.3827 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.4362 | 0.8377 | 0.8370 | 0.8377 | 0.8351 | 0.7605 | 0.7592 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.3619 | 0.6299 | 0.6150 | 0.6299 | 0.6154 | 0.4695 | 0.4659 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1639 | 0.9416 | 0.9419 | 0.9416 | 0.9411 | 0.9144 | 0.9142 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.1509 | 0.6169 | 0.6096 | 0.6169 | 0.6086 | 0.4593 | 0.4560 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1438 | 0.9545 | 0.9545 | 0.9545 | 0.9545 | 0.9337 | 0.9336 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.1434 | 0.5909 | 0.6180 | 0.5909 | 0.5954 | 0.4303 | 0.4256 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0765 | 0.9756 | 0.9756 | 0.9756 | 0.9756 | 0.9644 | 0.9644 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.9665 | 0.5974 | 0.5610 | 0.5974 | 0.5497 | 0.4235 | 0.4031 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0640 | 0.9789 | 0.9792 | 0.9789 | 0.9789 | 0.9693 | 0.9692 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.5112 | 0.6169 | 0.5908 | 0.6169 | 0.5974 | 0.4524 | 0.4483 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0787 | 0.9773 | 0.9772 | 0.9773 | 0.9772 | 0.9668 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.0653 | 0.6299 | 0.6406 | 0.6299 | 0.6204 | 0.4802 | 0.4684 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0949 | 0.9773 | 0.9776 | 0.9773 | 0.9773 | 0.9670 | 0.9669 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.1013 | 0.6169 | 0.5870 | 0.6169 | 0.5869 | 0.4478 | 0.4402 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0414 | 0.9870 | 0.9873 | 0.9870 | 0.9870 | 0.9811 | 0.9810 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.2351 | 0.6234 | 0.6048 | 0.6234 | 0.6075 | 0.4633 | 0.4602 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0355 | 0.9870 | 0.9870 | 0.9870 | 0.9870 | 0.9810 | 0.9810 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 3.4376 | 0.6429 | 0.6222 | 0.6429 | 0.6298 | 0.4910 | 0.4893 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0568 | 0.9773 | 0.9774 | 0.9773 | 0.9773 | 0.9668 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 3.8766 | 0.5844 | 0.5631 | 0.5844 | 0.5662 | 0.4100 | 0.4043 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0697 | 0.9756 | 0.9757 | 0.9756 | 0.9756 | 0.9644 | 0.9644 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.8937 | 0.6299 | 0.6181 | 0.6299 | 0.6216 | 0.4774 | 0.4761 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.8979738801717758 Generation 2: Best individual - (0.2, 1024, 1024), Best fitness - 0.8848837971687317 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.3513 | 0.3766 | 0.2856 | 0.3766 | 0.3208 | -0.0046 | -0.0042 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3236 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2871 | 0.4237 | 0.3192 | 0.4237 | 0.3604 | 0.0776 | 0.0713 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3304 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2603 | 0.3685 | 0.1358 | 0.3685 | 0.1985 | 0.0000 | 0.0000 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.3483 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.2462 | 0.3847 | 0.2934 | 0.3847 | 0.2723 | 0.0008 | 0.0005 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.3041 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1650 | 0.5195 | 0.3999 | 0.5195 | 0.4441 | 0.2486 | 0.2250 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1470 | 0.5325 | 0.3740 | 0.5325 | 0.4379 | 0.3130 | 0.2846 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0906 | 0.5698 | 0.4313 | 0.5698 | 0.4900 | 0.3292 | 0.3079 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.1107 | 0.5455 | 0.4036 | 0.5455 | 0.4525 | 0.3513 | 0.3064 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0576 | 0.5925 | 0.4476 | 0.5925 | 0.5098 | 0.3679 | 0.3456 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.1566 | 0.5390 | 0.4091 | 0.5390 | 0.4452 | 0.3532 | 0.2975 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0706 | 0.5925 | 0.4482 | 0.5925 | 0.5100 | 0.3683 | 0.3458 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0707 | 0.5519 | 0.3832 | 0.5519 | 0.4523 | 0.3425 | 0.3129 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0224 | 0.6088 | 0.4608 | 0.6088 | 0.5238 | 0.3959 | 0.3707 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.1415 | 0.5390 | 0.4091 | 0.5390 | 0.4452 | 0.3532 | 0.2975 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 1.0012 | 0.6315 | 0.4779 | 0.6315 | 0.5435 | 0.4353 | 0.4084 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0703 | 0.5844 | 0.4163 | 0.5844 | 0.4816 | 0.4059 | 0.3648 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9414 | 0.6477 | 0.4897 | 0.6477 | 0.5577 | 0.4617 | 0.4343 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0207 | 0.5974 | 0.4209 | 0.5974 | 0.4913 | 0.4239 | 0.3842 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9184 | 0.6542 | 0.6306 | 0.6542 | 0.5654 | 0.4735 | 0.4451 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9829 | 0.5909 | 0.4180 | 0.5909 | 0.4891 | 0.4083 | 0.3760 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8784 | 0.6575 | 0.5442 | 0.6575 | 0.5721 | 0.4779 | 0.4517 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9869 | 0.6169 | 0.4380 | 0.6169 | 0.5114 | 0.4517 | 0.4157 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8598 | 0.6640 | 0.5952 | 0.6640 | 0.5964 | 0.4923 | 0.4697 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0940 | 0.5584 | 0.4246 | 0.5584 | 0.4695 | 0.3547 | 0.3286 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.8090 | 0.6818 | 0.6449 | 0.6818 | 0.6272 | 0.5185 | 0.5007 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9806 | 0.6429 | 0.6341 | 0.6429 | 0.6113 | 0.4954 | 0.4766 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.7296 | 0.7159 | 0.6984 | 0.7159 | 0.6791 | 0.5751 | 0.5627 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0499 | 0.6104 | 0.5540 | 0.6104 | 0.5619 | 0.4365 | 0.4243 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.7124 | 0.7386 | 0.7174 | 0.7386 | 0.7183 | 0.6116 | 0.6056 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9342 | 0.6299 | 0.5899 | 0.6299 | 0.5883 | 0.4670 | 0.4566 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6195 | 0.7646 | 0.7493 | 0.7646 | 0.7482 | 0.6497 | 0.6447 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 0.9462 | 0.6364 | 0.6178 | 0.6364 | 0.6194 | 0.4818 | 0.4774 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.6083 | 0.7776 | 0.7700 | 0.7776 | 0.7717 | 0.6729 | 0.6719 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.3378 | 0.6039 | 0.5284 | 0.6039 | 0.5606 | 0.4377 | 0.4255 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.6592 | 0.7662 | 0.7494 | 0.7662 | 0.7434 | 0.6519 | 0.6438 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.0895 | 0.5909 | 0.5281 | 0.5909 | 0.5384 | 0.4081 | 0.3940 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.5592 | 0.7955 | 0.7846 | 0.7955 | 0.7786 | 0.6973 | 0.6906 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 0.9622 | 0.6169 | 0.5912 | 0.6169 | 0.5940 | 0.4581 | 0.4504 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.4644 | 0.8344 | 0.8309 | 0.8344 | 0.8313 | 0.7560 | 0.7552 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.1148 | 0.6364 | 0.5947 | 0.6364 | 0.5955 | 0.4755 | 0.4642 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.4665 | 0.8360 | 0.8296 | 0.8360 | 0.8302 | 0.7576 | 0.7561 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.3366 | 0.5390 | 0.5638 | 0.5390 | 0.5367 | 0.3518 | 0.3460 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.4516 | 0.8312 | 0.8264 | 0.8312 | 0.8272 | 0.7511 | 0.7502 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.6481 | 0.6039 | 0.6457 | 0.6039 | 0.5801 | 0.4585 | 0.4232 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.4719 | 0.8214 | 0.8200 | 0.8214 | 0.8182 | 0.7367 | 0.7351 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.5169 | 0.6169 | 0.6115 | 0.6169 | 0.5995 | 0.4543 | 0.4486 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.4168 | 0.8409 | 0.8438 | 0.8409 | 0.8419 | 0.7681 | 0.7679 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.2900 | 0.6234 | 0.6013 | 0.6234 | 0.6065 | 0.4613 | 0.4579 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.3829 | 0.8701 | 0.8672 | 0.8701 | 0.8672 | 0.8087 | 0.8079 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.4551 | 0.5974 | 0.5635 | 0.5974 | 0.5712 | 0.4233 | 0.4167 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2536 | 0.8994 | 0.8983 | 0.8994 | 0.8976 | 0.8520 | 0.8513 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.4002 | 0.6169 | 0.5995 | 0.6169 | 0.6055 | 0.4570 | 0.4555 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.1816 | 0.9383 | 0.9386 | 0.9383 | 0.9383 | 0.9097 | 0.9096 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.5237 | 0.6104 | 0.6151 | 0.6104 | 0.6111 | 0.4534 | 0.4526 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1288 | 0.9562 | 0.9566 | 0.9562 | 0.9561 | 0.9359 | 0.9358 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.8749 | 0.5974 | 0.5734 | 0.5974 | 0.5809 | 0.4284 | 0.4253 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1181 | 0.9578 | 0.9577 | 0.9578 | 0.9577 | 0.9383 | 0.9382 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 3.1136 | 0.5974 | 0.5977 | 0.5974 | 0.5895 | 0.4371 | 0.4325 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1886 | 0.9156 | 0.9146 | 0.9156 | 0.9147 | 0.8762 | 0.8760 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.4331 | 0.5584 | 0.5882 | 0.5584 | 0.5641 | 0.3899 | 0.3859 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.2400 | 0.9221 | 0.9217 | 0.9221 | 0.9219 | 0.8860 | 0.8860 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.3683 | 0.5584 | 0.5231 | 0.5584 | 0.5322 | 0.3638 | 0.3581 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.3126 | 0.8847 | 0.8842 | 0.8847 | 0.8837 | 0.8311 | 0.8306 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.4916 | 0.6169 | 0.6021 | 0.6169 | 0.6021 | 0.4546 | 0.4517 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.2097 | 0.9302 | 0.9299 | 0.9302 | 0.9298 | 0.8978 | 0.8977 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.7460 | 0.5844 | 0.5689 | 0.5844 | 0.5652 | 0.4149 | 0.4069 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1213 | 0.9562 | 0.9566 | 0.9562 | 0.9562 | 0.9360 | 0.9359 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.1496 | 0.5844 | 0.5671 | 0.5844 | 0.5641 | 0.4032 | 0.3967 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1037 | 0.9627 | 0.9629 | 0.9627 | 0.9627 | 0.9455 | 0.9455 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.6569 | 0.5584 | 0.5460 | 0.5584 | 0.5461 | 0.3704 | 0.3681 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.1502 | 0.9464 | 0.9471 | 0.9464 | 0.9462 | 0.9218 | 0.9214 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.4692 | 0.5974 | 0.5883 | 0.5974 | 0.5878 | 0.4343 | 0.4313 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0888 | 0.9740 | 0.9740 | 0.9740 | 0.9740 | 0.9621 | 0.9621 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.5276 | 0.6299 | 0.6063 | 0.6299 | 0.6055 | 0.4696 | 0.4619 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.21batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1041 | 0.9773 | 0.9775 | 0.9773 | 0.9771 | 0.9668 | 0.9667 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.6733 | 0.5649 | 0.5463 | 0.5649 | 0.5521 | 0.3780 | 0.3763 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0612 | 0.9756 | 0.9758 | 0.9756 | 0.9756 | 0.9644 | 0.9643 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 3.3473 | 0.5649 | 0.5641 | 0.5649 | 0.5596 | 0.3884 | 0.3857 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1052 | 0.9724 | 0.9726 | 0.9724 | 0.9724 | 0.9598 | 0.9597 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 3.0290 | 0.5974 | 0.6137 | 0.5974 | 0.5992 | 0.4422 | 0.4385 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1222 | 0.9562 | 0.9575 | 0.9562 | 0.9565 | 0.9365 | 0.9363 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.7208 | 0.5844 | 0.5497 | 0.5844 | 0.5432 | 0.3961 | 0.3844 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1795 | 0.9367 | 0.9358 | 0.9367 | 0.9358 | 0.9072 | 0.9070 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.1426 | 0.6429 | 0.6281 | 0.6429 | 0.6299 | 0.4921 | 0.4885 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1755 | 0.9367 | 0.9367 | 0.9367 | 0.9367 | 0.9075 | 0.9075 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.0999 | 0.5714 | 0.5763 | 0.5714 | 0.5531 | 0.3879 | 0.3772 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.1234 | 0.9513 | 0.9540 | 0.9513 | 0.9521 | 0.9294 | 0.9291 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 1.9078 | 0.6299 | 0.6174 | 0.6299 | 0.6174 | 0.4710 | 0.4681 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.1230 | 0.9594 | 0.9596 | 0.9594 | 0.9595 | 0.9408 | 0.9408 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 1.7957 | 0.6299 | 0.6330 | 0.6299 | 0.6277 | 0.4817 | 0.4795 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0827 | 0.9724 | 0.9726 | 0.9724 | 0.9724 | 0.9596 | 0.9596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.1619 | 0.6753 | 0.6817 | 0.6753 | 0.6735 | 0.5418 | 0.5395 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0474 | 0.9838 | 0.9838 | 0.9838 | 0.9838 | 0.9763 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.0698 | 0.6494 | 0.6642 | 0.6494 | 0.6424 | 0.5132 | 0.5033 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0574 | 0.9854 | 0.9854 | 0.9854 | 0.9854 | 0.9786 | 0.9786 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.7693 | 0.6429 | 0.6538 | 0.6429 | 0.6470 | 0.5019 | 0.5011 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9341549694538116 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.4678 | 0.3912 | 0.3100 | 0.3912 | 0.2511 | 0.0228 | 0.0093 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.14batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2686 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2146 | 0.4286 | 0.3747 | 0.4286 | 0.3202 | 0.1205 | 0.0718 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.1999 | 0.5195 | 0.3656 | 0.5195 | 0.4265 | 0.2930 | 0.2651 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1788 | 0.5260 | 0.4070 | 0.5260 | 0.4512 | 0.2648 | 0.2411 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2158 | 0.5519 | 0.4043 | 0.5519 | 0.4561 | 0.3610 | 0.3162 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1273 | 0.5682 | 0.4292 | 0.5682 | 0.4885 | 0.3260 | 0.3055 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1049 | 0.5584 | 0.3913 | 0.5584 | 0.4565 | 0.3582 | 0.3213 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0950 | 0.5828 | 0.4427 | 0.5828 | 0.5010 | 0.3530 | 0.3284 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1002 | 0.5714 | 0.3993 | 0.5714 | 0.4696 | 0.3764 | 0.3437 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.1006 | 0.5877 | 0.4455 | 0.5877 | 0.5061 | 0.3607 | 0.3382 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.81batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.1429 | 0.5455 | 0.4095 | 0.5455 | 0.4517 | 0.3585 | 0.3070 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0814 | 0.5860 | 0.4466 | 0.5860 | 0.5039 | 0.3616 | 0.3363 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0681 | 0.5649 | 0.3920 | 0.5649 | 0.4626 | 0.3645 | 0.3326 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0201 | 0.6055 | 0.4574 | 0.6055 | 0.5210 | 0.3900 | 0.3665 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0536 | 0.5649 | 0.3934 | 0.5649 | 0.4637 | 0.3646 | 0.3333 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0171 | 0.6136 | 0.4642 | 0.6136 | 0.5282 | 0.4044 | 0.3797 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0612 | 0.5844 | 0.4224 | 0.5844 | 0.4829 | 0.4110 | 0.3653 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9921 | 0.6153 | 0.4662 | 0.6153 | 0.5297 | 0.4079 | 0.3825 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0464 | 0.5455 | 0.4095 | 0.5455 | 0.4517 | 0.3585 | 0.3070 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9652 | 0.6185 | 0.4925 | 0.6185 | 0.5364 | 0.4136 | 0.3897 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0198 | 0.5714 | 0.4809 | 0.5714 | 0.4960 | 0.3763 | 0.3513 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9698 | 0.6347 | 0.6743 | 0.6347 | 0.5592 | 0.4429 | 0.4176 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0623 | 0.5844 | 0.5684 | 0.5844 | 0.5072 | 0.4039 | 0.3683 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9075 | 0.6607 | 0.6281 | 0.6607 | 0.6152 | 0.4857 | 0.4720 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0849 | 0.5649 | 0.5315 | 0.5649 | 0.5132 | 0.3689 | 0.3532 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8622 | 0.6867 | 0.6703 | 0.6867 | 0.6395 | 0.5263 | 0.5099 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0851 | 0.5519 | 0.5402 | 0.5519 | 0.5055 | 0.3477 | 0.3372 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7949 | 0.7110 | 0.6982 | 0.7110 | 0.6809 | 0.5661 | 0.5559 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.2167 | 0.5779 | 0.4958 | 0.5779 | 0.5094 | 0.3849 | 0.3672 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.8203 | 0.7110 | 0.6911 | 0.7110 | 0.6868 | 0.5657 | 0.5584 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0872 | 0.5974 | 0.5682 | 0.5974 | 0.5591 | 0.4197 | 0.4071 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.7635 | 0.7192 | 0.7150 | 0.7192 | 0.7005 | 0.5783 | 0.5708 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.63batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0495 | 0.6104 | 0.5915 | 0.6104 | 0.5907 | 0.4440 | 0.4387 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6469 | 0.7500 | 0.7434 | 0.7500 | 0.7438 | 0.6307 | 0.6287 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.1247 | 0.6039 | 0.5596 | 0.6039 | 0.5678 | 0.4286 | 0.4201 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.5197 | 0.7938 | 0.7912 | 0.7938 | 0.7811 | 0.6939 | 0.6884 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.2907 | 0.6039 | 0.6171 | 0.6039 | 0.6029 | 0.4434 | 0.4404 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.5309 | 0.8052 | 0.7996 | 0.8052 | 0.8013 | 0.7130 | 0.7123 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.2346 | 0.5909 | 0.5627 | 0.5909 | 0.5597 | 0.4112 | 0.4041 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.4356 | 0.8506 | 0.8475 | 0.8506 | 0.8484 | 0.7804 | 0.7799 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.4136 | 0.6558 | 0.6299 | 0.6558 | 0.6211 | 0.5085 | 0.4959 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.3709 | 0.8539 | 0.8518 | 0.8539 | 0.8500 | 0.7844 | 0.7829 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.4963 | 0.5779 | 0.5727 | 0.5779 | 0.5694 | 0.3996 | 0.3971 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.3130 | 0.8929 | 0.8914 | 0.8929 | 0.8911 | 0.8424 | 0.8418 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.6458 | 0.6169 | 0.6023 | 0.6169 | 0.6012 | 0.4518 | 0.4476 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.2696 | 0.9091 | 0.9083 | 0.9091 | 0.9086 | 0.8668 | 0.8668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.9490 | 0.5519 | 0.5581 | 0.5519 | 0.5311 | 0.3615 | 0.3528 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.2825 | 0.9026 | 0.9017 | 0.9026 | 0.9012 | 0.8569 | 0.8565 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.7383 | 0.6039 | 0.5841 | 0.6039 | 0.5807 | 0.4360 | 0.4268 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.49batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3171 | 0.9058 | 0.9052 | 0.9058 | 0.9052 | 0.8619 | 0.8617 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.9159 | 0.6039 | 0.6410 | 0.6039 | 0.6096 | 0.4509 | 0.4433 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.3100 | 0.8961 | 0.8976 | 0.8961 | 0.8956 | 0.8472 | 0.8466 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.8179 | 0.6429 | 0.6343 | 0.6429 | 0.6324 | 0.4912 | 0.4886 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2360 | 0.9188 | 0.9190 | 0.9188 | 0.9183 | 0.8810 | 0.8806 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 2.0186 | 0.6364 | 0.6427 | 0.6364 | 0.6253 | 0.4835 | 0.4786 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.1578 | 0.9432 | 0.9429 | 0.9432 | 0.9429 | 0.9169 | 0.9168 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.4372 | 0.5974 | 0.5870 | 0.5974 | 0.5873 | 0.4261 | 0.4240 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1371 | 0.9578 | 0.9577 | 0.9578 | 0.9575 | 0.9382 | 0.9381 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.5761 | 0.6364 | 0.6325 | 0.6364 | 0.6328 | 0.4863 | 0.4856 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.0991 | 0.9724 | 0.9723 | 0.9724 | 0.9721 | 0.9596 | 0.9595 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.8731 | 0.6104 | 0.6184 | 0.6104 | 0.6066 | 0.4498 | 0.4473 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.0961 | 0.9594 | 0.9600 | 0.9594 | 0.9595 | 0.9407 | 0.9406 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 24.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 3.3754 | 0.5974 | 0.5794 | 0.5974 | 0.5822 | 0.4223 | 0.4191 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1548 | 0.9448 | 0.9449 | 0.9448 | 0.9445 | 0.9192 | 0.9190 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 3.2158 | 0.5909 | 0.5754 | 0.5909 | 0.5678 | 0.4117 | 0.4039 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.29batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.2578 | 0.9221 | 0.9219 | 0.9221 | 0.9218 | 0.8858 | 0.8857 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.4012 | 0.6039 | 0.6239 | 0.6039 | 0.6096 | 0.4498 | 0.4474 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1455 | 0.9513 | 0.9512 | 0.9513 | 0.9511 | 0.9287 | 0.9286 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.1660 | 0.6299 | 0.6029 | 0.6299 | 0.6097 | 0.4694 | 0.4656 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.0801 | 0.9789 | 0.9790 | 0.9789 | 0.9789 | 0.9692 | 0.9691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.6068 | 0.6429 | 0.6412 | 0.6429 | 0.6300 | 0.4929 | 0.4865 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.0657 | 0.9789 | 0.9790 | 0.9789 | 0.9788 | 0.9692 | 0.9691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.6331 | 0.6234 | 0.6100 | 0.6234 | 0.6130 | 0.4632 | 0.4614 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0429 | 0.9886 | 0.9887 | 0.9886 | 0.9886 | 0.9834 | 0.9834 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 3.0329 | 0.6234 | 0.6113 | 0.6234 | 0.6085 | 0.4670 | 0.4613 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0378 | 0.9903 | 0.9904 | 0.9903 | 0.9902 | 0.9858 | 0.9857 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 3.3053 | 0.6104 | 0.5996 | 0.6104 | 0.6044 | 0.4481 | 0.4477 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0420 | 0.9854 | 0.9855 | 0.9854 | 0.9854 | 0.9787 | 0.9787 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 3.4050 | 0.6104 | 0.5934 | 0.6104 | 0.5989 | 0.4442 | 0.4425 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0445 | 0.9838 | 0.9839 | 0.9838 | 0.9837 | 0.9763 | 0.9762 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 3.2290 | 0.6558 | 0.6452 | 0.6558 | 0.6454 | 0.5119 | 0.5097 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0534 | 0.9773 | 0.9772 | 0.9773 | 0.9772 | 0.9668 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 3.6754 | 0.6039 | 0.5948 | 0.6039 | 0.5967 | 0.4415 | 0.4399 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1161 | 0.9643 | 0.9643 | 0.9643 | 0.9641 | 0.9478 | 0.9477 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.83batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.5010 | 0.6234 | 0.6202 | 0.6234 | 0.6070 | 0.4659 | 0.4559 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.48batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1398 | 0.9578 | 0.9583 | 0.9578 | 0.9579 | 0.9385 | 0.9384 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.4426 | 0.6234 | 0.5933 | 0.6234 | 0.5996 | 0.4603 | 0.4546 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1097 | 0.9659 | 0.9659 | 0.9659 | 0.9658 | 0.9502 | 0.9501 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.7486 | 0.5844 | 0.5627 | 0.5844 | 0.5643 | 0.4030 | 0.3990 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0990 | 0.9675 | 0.9682 | 0.9675 | 0.9671 | 0.9526 | 0.9522 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.5233 | 0.6104 | 0.6030 | 0.6104 | 0.6008 | 0.4455 | 0.4416 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0757 | 0.9789 | 0.9789 | 0.9789 | 0.9788 | 0.9692 | 0.9692 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 4.0509 | 0.5714 | 0.6051 | 0.5714 | 0.5573 | 0.4046 | 0.3811 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.2415 | 0.9253 | 0.9262 | 0.9253 | 0.9256 | 0.8911 | 0.8910 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.4632 | 0.5844 | 0.5757 | 0.5844 | 0.5695 | 0.4117 | 0.4054 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1162 | 0.9643 | 0.9642 | 0.9643 | 0.9642 | 0.9478 | 0.9477 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.5482 | 0.6039 | 0.5910 | 0.6039 | 0.5839 | 0.4336 | 0.4250 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.51batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0934 | 0.9643 | 0.9644 | 0.9643 | 0.9643 | 0.9478 | 0.9478 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.8064 | 0.5779 | 0.5552 | 0.5779 | 0.5582 | 0.3959 | 0.3907 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 1.0198331266641616 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.3734 | 0.3442 | 0.2873 | 0.3442 | 0.2586 | -0.0043 | -0.0032 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2825 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2014 | 0.4968 | 0.3771 | 0.4968 | 0.4273 | 0.2063 | 0.1927 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2181 | 0.5325 | 0.3822 | 0.5325 | 0.4389 | 0.3206 | 0.2858 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1144 | 0.5893 | 0.4448 | 0.5893 | 0.5070 | 0.3618 | 0.3400 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1067 | 0.5584 | 0.3934 | 0.5584 | 0.4597 | 0.3574 | 0.3244 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1493 | 0.5682 | 0.4304 | 0.5682 | 0.4890 | 0.3275 | 0.3070 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.2083 | 0.5000 | 0.4011 | 0.5000 | 0.4133 | 0.3006 | 0.2393 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1078 | 0.5893 | 0.4448 | 0.5893 | 0.5070 | 0.3619 | 0.3400 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.2233 | 0.5260 | 0.3984 | 0.5260 | 0.4340 | 0.3297 | 0.2777 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.1818 | 0.5179 | 0.3963 | 0.5179 | 0.4409 | 0.2461 | 0.2223 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0742 | 0.5714 | 0.4108 | 0.5714 | 0.4721 | 0.3861 | 0.3452 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0431 | 0.6120 | 0.4648 | 0.6120 | 0.5271 | 0.4032 | 0.3775 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0584 | 0.5779 | 0.4108 | 0.5779 | 0.4768 | 0.3928 | 0.3546 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0205 | 0.6201 | 0.4696 | 0.6201 | 0.5341 | 0.4155 | 0.3901 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.93batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0480 | 0.5909 | 0.4260 | 0.5909 | 0.4890 | 0.4194 | 0.3750 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9818 | 0.6347 | 0.4818 | 0.6347 | 0.5467 | 0.4417 | 0.4138 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 0.9849 | 0.5974 | 0.4220 | 0.5974 | 0.4926 | 0.4230 | 0.3840 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9654 | 0.6429 | 0.4870 | 0.6429 | 0.5537 | 0.4545 | 0.4266 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 0.9758 | 0.5844 | 0.4141 | 0.5844 | 0.4827 | 0.4011 | 0.3642 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9451 | 0.6396 | 0.4850 | 0.6396 | 0.5510 | 0.4493 | 0.4215 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9932 | 0.6039 | 0.4258 | 0.6039 | 0.4977 | 0.4332 | 0.3939 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8779 | 0.6672 | 0.5958 | 0.6672 | 0.5796 | 0.4953 | 0.4666 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0230 | 0.5844 | 0.4130 | 0.5844 | 0.4815 | 0.4019 | 0.3643 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8277 | 0.6737 | 0.6391 | 0.6737 | 0.6232 | 0.5044 | 0.4891 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0787 | 0.5779 | 0.4225 | 0.5779 | 0.4813 | 0.3975 | 0.3577 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.39batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8176 | 0.6688 | 0.6281 | 0.6688 | 0.6008 | 0.4973 | 0.4752 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0035 | 0.5714 | 0.6034 | 0.5714 | 0.5062 | 0.3776 | 0.3565 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.43batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7399 | 0.7094 | 0.6974 | 0.7094 | 0.6729 | 0.5624 | 0.5488 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.1036 | 0.5649 | 0.5321 | 0.5649 | 0.5326 | 0.3692 | 0.3617 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6503 | 0.7565 | 0.7414 | 0.7565 | 0.7444 | 0.6377 | 0.6349 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.1083 | 0.5974 | 0.5657 | 0.5974 | 0.5533 | 0.4198 | 0.4037 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.47batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.5939 | 0.7808 | 0.7838 | 0.7808 | 0.7752 | 0.6753 | 0.6731 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 13.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.4789 | 0.5779 | 0.6022 | 0.5779 | 0.5720 | 0.4048 | 0.3946 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6653 | 0.7451 | 0.7391 | 0.7451 | 0.7336 | 0.6197 | 0.6153 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.1590 | 0.5779 | 0.5293 | 0.5779 | 0.5425 | 0.3906 | 0.3831 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.5825 | 0.7711 | 0.7642 | 0.7711 | 0.7630 | 0.6597 | 0.6573 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.2813 | 0.5779 | 0.5529 | 0.5779 | 0.5592 | 0.3980 | 0.3950 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.5217 | 0.8101 | 0.8026 | 0.8101 | 0.8038 | 0.7189 | 0.7174 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.2848 | 0.5844 | 0.5718 | 0.5844 | 0.5695 | 0.4064 | 0.4003 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.4199 | 0.8523 | 0.8484 | 0.8523 | 0.8484 | 0.7819 | 0.7809 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.4776 | 0.5649 | 0.5434 | 0.5649 | 0.5462 | 0.3766 | 0.3719 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.3276 | 0.8847 | 0.8840 | 0.8847 | 0.8836 | 0.8306 | 0.8302 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.8214 | 0.5714 | 0.5597 | 0.5714 | 0.5465 | 0.3840 | 0.3781 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.3472 | 0.8701 | 0.8680 | 0.8701 | 0.8688 | 0.8095 | 0.8093 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 2.1048 | 0.5390 | 0.5617 | 0.5390 | 0.5405 | 0.3497 | 0.3435 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.3519 | 0.8669 | 0.8681 | 0.8669 | 0.8667 | 0.8049 | 0.8046 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.6575 | 0.5974 | 0.5954 | 0.5974 | 0.5918 | 0.4327 | 0.4308 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3190 | 0.8766 | 0.8754 | 0.8766 | 0.8735 | 0.8185 | 0.8171 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 2.1274 | 0.5974 | 0.5942 | 0.5974 | 0.5903 | 0.4323 | 0.4293 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2769 | 0.8994 | 0.8986 | 0.8994 | 0.8988 | 0.8526 | 0.8525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 2.2412 | 0.5779 | 0.5840 | 0.5779 | 0.5677 | 0.4041 | 0.3960 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2578 | 0.9140 | 0.9135 | 0.9140 | 0.9136 | 0.8739 | 0.8738 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 2.5199 | 0.6169 | 0.6047 | 0.6169 | 0.5893 | 0.4504 | 0.4379 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.5618 | 0.8474 | 0.8499 | 0.8474 | 0.8479 | 0.7787 | 0.7783 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.4762 | 0.5649 | 0.4579 | 0.5649 | 0.5012 | 0.3674 | 0.3527 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.4889 | 0.8279 | 0.8378 | 0.8279 | 0.8164 | 0.7468 | 0.7390 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.0837 | 0.6234 | 0.6420 | 0.6234 | 0.6267 | 0.4763 | 0.4729 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.2724 | 0.9107 | 0.9109 | 0.9107 | 0.9107 | 0.8694 | 0.8694 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.9032 | 0.6039 | 0.6057 | 0.6039 | 0.5883 | 0.4376 | 0.4278 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1664 | 0.9432 | 0.9443 | 0.9432 | 0.9432 | 0.9170 | 0.9168 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.3321 | 0.5584 | 0.5435 | 0.5584 | 0.5427 | 0.3711 | 0.3675 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1687 | 0.9367 | 0.9367 | 0.9367 | 0.9363 | 0.9071 | 0.9069 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.2799 | 0.5974 | 0.5655 | 0.5974 | 0.5752 | 0.4234 | 0.4196 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1658 | 0.9432 | 0.9440 | 0.9432 | 0.9432 | 0.9170 | 0.9169 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.6894 | 0.5649 | 0.5578 | 0.5649 | 0.5503 | 0.3792 | 0.3722 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1318 | 0.9481 | 0.9477 | 0.9481 | 0.9478 | 0.9240 | 0.9239 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.8798 | 0.6039 | 0.5853 | 0.6039 | 0.5909 | 0.4335 | 0.4315 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1372 | 0.9545 | 0.9545 | 0.9545 | 0.9544 | 0.9335 | 0.9334 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 3.1834 | 0.6169 | 0.5868 | 0.6169 | 0.5874 | 0.4483 | 0.4402 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1993 | 0.9464 | 0.9471 | 0.9464 | 0.9463 | 0.9215 | 0.9212 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.1680 | 0.6039 | 0.5913 | 0.6039 | 0.5969 | 0.4388 | 0.4384 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1129 | 0.9675 | 0.9682 | 0.9675 | 0.9674 | 0.9528 | 0.9524 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.2936 | 0.6104 | 0.5795 | 0.6104 | 0.5899 | 0.4415 | 0.4384 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0810 | 0.9740 | 0.9741 | 0.9740 | 0.9740 | 0.9620 | 0.9620 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.5371 | 0.6039 | 0.5939 | 0.6039 | 0.5939 | 0.4347 | 0.4319 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1074 | 0.9578 | 0.9578 | 0.9578 | 0.9574 | 0.9383 | 0.9381 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 3.3447 | 0.5779 | 0.5638 | 0.5779 | 0.5601 | 0.4016 | 0.3970 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0998 | 0.9692 | 0.9696 | 0.9692 | 0.9692 | 0.9552 | 0.9550 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.8161 | 0.5649 | 0.5535 | 0.5649 | 0.5581 | 0.3839 | 0.3833 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0759 | 0.9805 | 0.9806 | 0.9805 | 0.9805 | 0.9715 | 0.9715 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 3.3402 | 0.5455 | 0.5546 | 0.5455 | 0.5463 | 0.3583 | 0.3566 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0932 | 0.9659 | 0.9666 | 0.9659 | 0.9659 | 0.9503 | 0.9502 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 3.4008 | 0.5519 | 0.5294 | 0.5519 | 0.5325 | 0.3671 | 0.3621 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1170 | 0.9659 | 0.9671 | 0.9659 | 0.9660 | 0.9504 | 0.9502 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.3829 | 0.5844 | 0.5587 | 0.5844 | 0.5667 | 0.4046 | 0.4019 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1122 | 0.9627 | 0.9628 | 0.9627 | 0.9627 | 0.9455 | 0.9454 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.1658 | 0.5390 | 0.5485 | 0.5390 | 0.5349 | 0.3575 | 0.3531 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1119 | 0.9724 | 0.9726 | 0.9724 | 0.9724 | 0.9597 | 0.9597 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.0102 | 0.5974 | 0.5677 | 0.5974 | 0.5774 | 0.4250 | 0.4220 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0770 | 0.9724 | 0.9725 | 0.9724 | 0.9723 | 0.9597 | 0.9596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.5264 | 0.5714 | 0.5726 | 0.5714 | 0.5683 | 0.4002 | 0.3983 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0652 | 0.9692 | 0.9695 | 0.9692 | 0.9692 | 0.9550 | 0.9550 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.5142 | 0.5584 | 0.5497 | 0.5584 | 0.5507 | 0.3739 | 0.3716 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0506 | 0.9838 | 0.9838 | 0.9838 | 0.9837 | 0.9763 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 3.7500 | 0.5779 | 0.5641 | 0.5779 | 0.5643 | 0.3985 | 0.3958 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1149 | 0.9708 | 0.9709 | 0.9708 | 0.9706 | 0.9574 | 0.9572 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 3.3951 | 0.5130 | 0.4951 | 0.5130 | 0.4949 | 0.3111 | 0.3071 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0751 | 0.9740 | 0.9744 | 0.9740 | 0.9739 | 0.9621 | 0.9620 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 3.3658 | 0.5909 | 0.5779 | 0.5909 | 0.5725 | 0.4206 | 0.4157 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9757845789194107 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3752 | 0.3636 | 0.3323 | 0.3636 | 0.2861 | 0.0154 | 0.0117 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2982 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2242 | 0.4838 | 0.3749 | 0.4838 | 0.4053 | 0.1926 | 0.1659 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2418 | 0.4870 | 0.4647 | 0.4870 | 0.3994 | 0.3322 | 0.2218 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1652 | 0.5795 | 0.4401 | 0.5795 | 0.4990 | 0.3477 | 0.3254 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2435 | 0.5000 | 0.4392 | 0.5000 | 0.4096 | 0.3355 | 0.2407 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1142 | 0.5844 | 0.4444 | 0.5844 | 0.5035 | 0.3562 | 0.3332 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1073 | 0.5455 | 0.3849 | 0.5455 | 0.4421 | 0.3440 | 0.3002 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0238 | 0.6169 | 0.4676 | 0.6169 | 0.5314 | 0.4103 | 0.3850 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0241 | 0.5974 | 0.4252 | 0.5974 | 0.4938 | 0.4248 | 0.3843 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0706 | 0.6234 | 0.4718 | 0.6234 | 0.5368 | 0.4209 | 0.3953 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0997 | 0.6039 | 0.4312 | 0.6039 | 0.4984 | 0.4390 | 0.3946 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 0.9820 | 0.6445 | 0.4862 | 0.6445 | 0.5541 | 0.4563 | 0.4285 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 0.9240 | 0.6169 | 0.4526 | 0.6169 | 0.5133 | 0.4685 | 0.4150 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9447 | 0.6558 | 0.5034 | 0.6558 | 0.5667 | 0.4812 | 0.4481 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0262 | 0.6039 | 0.4205 | 0.6039 | 0.4957 | 0.4299 | 0.3930 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9677 | 0.6396 | 0.4865 | 0.6396 | 0.5518 | 0.4497 | 0.4216 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 0.9971 | 0.5974 | 0.4580 | 0.5974 | 0.5009 | 0.4511 | 0.3862 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9160 | 0.6542 | 0.5031 | 0.6542 | 0.5651 | 0.4800 | 0.4457 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 0.9799 | 0.6104 | 0.4432 | 0.6104 | 0.5074 | 0.4527 | 0.4047 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.8776 | 0.6591 | 0.5540 | 0.6591 | 0.5706 | 0.4819 | 0.4534 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0163 | 0.5974 | 0.5553 | 0.5974 | 0.5243 | 0.4550 | 0.3911 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8690 | 0.6672 | 0.6381 | 0.6672 | 0.6106 | 0.4974 | 0.4764 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9881 | 0.6039 | 0.4821 | 0.6039 | 0.5183 | 0.4276 | 0.4001 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8851 | 0.6802 | 0.6275 | 0.6802 | 0.6157 | 0.5193 | 0.4955 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9856 | 0.6104 | 0.5619 | 0.6104 | 0.5336 | 0.4382 | 0.4114 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8364 | 0.6916 | 0.6869 | 0.6916 | 0.6294 | 0.5355 | 0.5124 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.77batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9146 | 0.6039 | 0.4895 | 0.6039 | 0.5242 | 0.4327 | 0.4022 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7951 | 0.7013 | 0.6771 | 0.7013 | 0.6639 | 0.5501 | 0.5373 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9668 | 0.5909 | 0.5673 | 0.5909 | 0.5477 | 0.4250 | 0.3945 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.7473 | 0.7062 | 0.6881 | 0.7062 | 0.6736 | 0.5599 | 0.5468 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0173 | 0.5649 | 0.5245 | 0.5649 | 0.5331 | 0.3764 | 0.3667 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.7165 | 0.7240 | 0.7069 | 0.7240 | 0.7036 | 0.5866 | 0.5801 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9846 | 0.6104 | 0.5400 | 0.6104 | 0.5564 | 0.4361 | 0.4229 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.7034 | 0.7435 | 0.7328 | 0.7435 | 0.7088 | 0.6193 | 0.6032 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 0.9800 | 0.6234 | 0.5952 | 0.6234 | 0.5970 | 0.4624 | 0.4526 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.6264 | 0.7695 | 0.7600 | 0.7695 | 0.7583 | 0.6575 | 0.6536 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.1065 | 0.6169 | 0.5679 | 0.6169 | 0.5620 | 0.4457 | 0.4294 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.5824 | 0.7614 | 0.7537 | 0.7614 | 0.7420 | 0.6445 | 0.6364 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.2209 | 0.5779 | 0.5627 | 0.5779 | 0.5633 | 0.3987 | 0.3940 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.5863 | 0.7955 | 0.7912 | 0.7955 | 0.7875 | 0.6980 | 0.6941 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.0018 | 0.6169 | 0.6075 | 0.6169 | 0.5964 | 0.4556 | 0.4445 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.5064 | 0.8084 | 0.8031 | 0.8084 | 0.8007 | 0.7171 | 0.7138 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.1232 | 0.6039 | 0.5710 | 0.6039 | 0.5809 | 0.4309 | 0.4271 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.5051 | 0.8003 | 0.7943 | 0.8003 | 0.7947 | 0.7050 | 0.7033 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.3645 | 0.5390 | 0.4938 | 0.5390 | 0.5062 | 0.3347 | 0.3288 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.4513 | 0.8247 | 0.8236 | 0.8247 | 0.8156 | 0.7409 | 0.7361 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.0976 | 0.6234 | 0.6004 | 0.6234 | 0.6081 | 0.4617 | 0.4595 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3852 | 0.8636 | 0.8607 | 0.8636 | 0.8607 | 0.7992 | 0.7983 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.3112 | 0.5714 | 0.5829 | 0.5714 | 0.5757 | 0.4049 | 0.4039 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3554 | 0.8718 | 0.8708 | 0.8718 | 0.8691 | 0.8118 | 0.8103 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.8314 | 0.5260 | 0.5418 | 0.5260 | 0.5300 | 0.3419 | 0.3396 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.3550 | 0.8506 | 0.8472 | 0.8506 | 0.8472 | 0.7796 | 0.7786 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.3292 | 0.6039 | 0.5946 | 0.6039 | 0.5900 | 0.4369 | 0.4315 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.3431 | 0.8669 | 0.8667 | 0.8669 | 0.8662 | 0.8050 | 0.8044 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.4354 | 0.5909 | 0.5552 | 0.5909 | 0.5590 | 0.4120 | 0.4049 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.3143 | 0.8815 | 0.8799 | 0.8815 | 0.8787 | 0.8255 | 0.8244 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.3218 | 0.6104 | 0.5797 | 0.6104 | 0.5881 | 0.4407 | 0.4367 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.3318 | 0.8685 | 0.8702 | 0.8685 | 0.8689 | 0.8079 | 0.8077 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.2751 | 0.6494 | 0.6149 | 0.6494 | 0.6241 | 0.4969 | 0.4919 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.2485 | 0.9042 | 0.9035 | 0.9042 | 0.9032 | 0.8598 | 0.8594 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.5419 | 0.5974 | 0.5799 | 0.5974 | 0.5849 | 0.4269 | 0.4251 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1974 | 0.9367 | 0.9363 | 0.9367 | 0.9364 | 0.9074 | 0.9073 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.9349 | 0.5649 | 0.5409 | 0.5649 | 0.5419 | 0.3768 | 0.3689 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.2790 | 0.8912 | 0.8917 | 0.8912 | 0.8910 | 0.8412 | 0.8408 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 1.7208 | 0.5649 | 0.5619 | 0.5649 | 0.5524 | 0.3828 | 0.3792 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.2684 | 0.9253 | 0.9255 | 0.9253 | 0.9244 | 0.8905 | 0.8900 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.7142 | 0.5779 | 0.5548 | 0.5779 | 0.5614 | 0.3971 | 0.3938 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.2216 | 0.9253 | 0.9244 | 0.9253 | 0.9243 | 0.8904 | 0.8901 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.6416 | 0.6039 | 0.5451 | 0.6039 | 0.5595 | 0.4270 | 0.4177 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1190 | 0.9578 | 0.9579 | 0.9578 | 0.9576 | 0.9382 | 0.9381 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.8375 | 0.6558 | 0.6305 | 0.6558 | 0.6390 | 0.5092 | 0.5066 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1034 | 0.9659 | 0.9659 | 0.9659 | 0.9658 | 0.9501 | 0.9501 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.3038 | 0.5714 | 0.5915 | 0.5714 | 0.5783 | 0.4022 | 0.4006 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0967 | 0.9643 | 0.9647 | 0.9643 | 0.9644 | 0.9479 | 0.9479 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.3627 | 0.6429 | 0.6134 | 0.6429 | 0.6174 | 0.4881 | 0.4823 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1137 | 0.9578 | 0.9577 | 0.9578 | 0.9577 | 0.9383 | 0.9382 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.6100 | 0.6104 | 0.5704 | 0.6104 | 0.5795 | 0.4408 | 0.4337 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0733 | 0.9773 | 0.9773 | 0.9773 | 0.9773 | 0.9668 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.95batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.2876 | 0.6234 | 0.5902 | 0.6234 | 0.6003 | 0.4623 | 0.4575 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1132 | 0.9708 | 0.9707 | 0.9708 | 0.9707 | 0.9573 | 0.9573 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.2714 | 0.6039 | 0.6128 | 0.6039 | 0.6053 | 0.4434 | 0.4414 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0899 | 0.9643 | 0.9643 | 0.9643 | 0.9642 | 0.9478 | 0.9477 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.5506 | 0.6169 | 0.5814 | 0.6169 | 0.5904 | 0.4488 | 0.4437 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.2192 | 0.9367 | 0.9368 | 0.9367 | 0.9363 | 0.9074 | 0.9072 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 1.9707 | 0.5974 | 0.6097 | 0.5974 | 0.6029 | 0.4390 | 0.4387 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1520 | 0.9529 | 0.9529 | 0.9529 | 0.9529 | 0.9312 | 0.9312 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 1.6767 | 0.6299 | 0.5921 | 0.6299 | 0.5959 | 0.4675 | 0.4593 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0808 | 0.9692 | 0.9692 | 0.9692 | 0.9690 | 0.9549 | 0.9548 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.60batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.1048 | 0.5844 | 0.5989 | 0.5844 | 0.5888 | 0.4219 | 0.4201 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0913 | 0.9627 | 0.9629 | 0.9627 | 0.9627 | 0.9456 | 0.9455 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.3157 | 0.6104 | 0.5768 | 0.6104 | 0.5816 | 0.4431 | 0.4343 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0866 | 0.9675 | 0.9675 | 0.9675 | 0.9675 | 0.9525 | 0.9525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.2826 | 0.6364 | 0.6196 | 0.6364 | 0.6241 | 0.4828 | 0.4803 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1196 | 0.9675 | 0.9676 | 0.9675 | 0.9675 | 0.9525 | 0.9525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.5542 | 0.6169 | 0.6418 | 0.6169 | 0.6039 | 0.4619 | 0.4548 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1543 | 0.9529 | 0.9531 | 0.9529 | 0.9526 | 0.9313 | 0.9310 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 1.8839 | 0.6299 | 0.6123 | 0.6299 | 0.6149 | 0.4729 | 0.4689 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.1295 | 0.9545 | 0.9551 | 0.9545 | 0.9546 | 0.9338 | 0.9337 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.0422 | 0.6623 | 0.6729 | 0.6623 | 0.6568 | 0.5294 | 0.5248 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9146114602684975 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.3315 | 0.3815 | 0.3440 | 0.3815 | 0.2698 | -0.0061 | -0.0035 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3183 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2844 | 0.3864 | 0.2892 | 0.3864 | 0.3117 | 0.0089 | 0.0074 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3168 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2637 | 0.4188 | 0.3201 | 0.4188 | 0.3599 | 0.0741 | 0.0686 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2750 | 0.4935 | 0.3810 | 0.4935 | 0.3961 | 0.2816 | 0.2175 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1489 | 0.5601 | 0.4283 | 0.5601 | 0.4808 | 0.3164 | 0.2911 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1422 | 0.5325 | 0.3791 | 0.5325 | 0.4393 | 0.3166 | 0.2852 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1164 | 0.5698 | 0.4310 | 0.5698 | 0.4902 | 0.3288 | 0.3081 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0522 | 0.5649 | 0.3938 | 0.5649 | 0.4638 | 0.3652 | 0.3336 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0696 | 0.5860 | 0.4425 | 0.5860 | 0.5039 | 0.3565 | 0.3343 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0425 | 0.5844 | 0.4059 | 0.5844 | 0.4791 | 0.3969 | 0.3628 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0189 | 0.5974 | 0.4511 | 0.5974 | 0.5140 | 0.3759 | 0.3533 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0148 | 0.5714 | 0.4152 | 0.5714 | 0.4728 | 0.3901 | 0.3456 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0105 | 0.6071 | 0.4597 | 0.6071 | 0.5225 | 0.3941 | 0.3695 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0385 | 0.5779 | 0.4240 | 0.5779 | 0.4790 | 0.4045 | 0.3557 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9894 | 0.6039 | 0.4576 | 0.6039 | 0.5196 | 0.3890 | 0.3644 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0415 | 0.5844 | 0.5918 | 0.5844 | 0.4956 | 0.4283 | 0.3677 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9441 | 0.6250 | 0.5587 | 0.6250 | 0.5459 | 0.4275 | 0.4005 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0376 | 0.5779 | 0.4969 | 0.5779 | 0.5015 | 0.3881 | 0.3603 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9105 | 0.6347 | 0.6494 | 0.6347 | 0.5656 | 0.4430 | 0.4186 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0970 | 0.5714 | 0.5707 | 0.5714 | 0.5404 | 0.3987 | 0.3739 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8695 | 0.6672 | 0.6620 | 0.6672 | 0.6410 | 0.4998 | 0.4907 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.1708 | 0.5649 | 0.5514 | 0.5649 | 0.5335 | 0.3807 | 0.3615 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8256 | 0.6851 | 0.6736 | 0.6851 | 0.6578 | 0.5276 | 0.5167 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0348 | 0.5909 | 0.5806 | 0.5909 | 0.5410 | 0.4052 | 0.3881 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.7661 | 0.7127 | 0.7005 | 0.7127 | 0.6936 | 0.5701 | 0.5632 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0684 | 0.5649 | 0.5129 | 0.5649 | 0.5109 | 0.3695 | 0.3542 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.6712 | 0.7451 | 0.7393 | 0.7451 | 0.7316 | 0.6217 | 0.6150 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.1301 | 0.5714 | 0.5270 | 0.5714 | 0.5314 | 0.3806 | 0.3719 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6705 | 0.7435 | 0.7295 | 0.7435 | 0.7289 | 0.6169 | 0.6128 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.1664 | 0.6104 | 0.5787 | 0.6104 | 0.5810 | 0.4389 | 0.4306 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.6281 | 0.7581 | 0.7450 | 0.7581 | 0.7411 | 0.6393 | 0.6338 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.1165 | 0.6429 | 0.6671 | 0.6429 | 0.6430 | 0.5030 | 0.4953 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6111 | 0.7646 | 0.7618 | 0.7646 | 0.7629 | 0.6549 | 0.6548 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.1949 | 0.6753 | 0.6731 | 0.6753 | 0.6509 | 0.5419 | 0.5256 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.4959 | 0.7971 | 0.7957 | 0.7971 | 0.7903 | 0.6986 | 0.6955 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.3053 | 0.6039 | 0.5692 | 0.6039 | 0.5780 | 0.4316 | 0.4266 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.3722 | 0.8636 | 0.8624 | 0.8636 | 0.8617 | 0.7990 | 0.7983 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.4380 | 0.6299 | 0.6193 | 0.6299 | 0.6214 | 0.4730 | 0.4710 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.2910 | 0.8912 | 0.8898 | 0.8912 | 0.8901 | 0.8403 | 0.8400 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.8103 | 0.6429 | 0.6439 | 0.6429 | 0.5960 | 0.4862 | 0.4691 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.2817 | 0.8961 | 0.8951 | 0.8961 | 0.8950 | 0.8478 | 0.8475 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.6305 | 0.6234 | 0.6103 | 0.6234 | 0.6070 | 0.4641 | 0.4585 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.2640 | 0.8929 | 0.8942 | 0.8929 | 0.8909 | 0.8424 | 0.8411 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.7409 | 0.6364 | 0.6358 | 0.6364 | 0.6323 | 0.4883 | 0.4865 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.2762 | 0.9010 | 0.9016 | 0.9010 | 0.9012 | 0.8556 | 0.8555 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.7751 | 0.5974 | 0.5881 | 0.5974 | 0.5892 | 0.4286 | 0.4271 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.2184 | 0.9253 | 0.9248 | 0.9253 | 0.9249 | 0.8905 | 0.8904 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 2.0413 | 0.5909 | 0.5730 | 0.5909 | 0.5763 | 0.4135 | 0.4107 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.1456 | 0.9367 | 0.9367 | 0.9367 | 0.9363 | 0.9073 | 0.9070 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 2.5760 | 0.6364 | 0.6290 | 0.6364 | 0.6302 | 0.4886 | 0.4874 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.1211 | 0.9578 | 0.9576 | 0.9578 | 0.9576 | 0.9382 | 0.9382 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 2.3958 | 0.6558 | 0.6440 | 0.6558 | 0.6433 | 0.5135 | 0.5086 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.1862 | 0.9399 | 0.9401 | 0.9399 | 0.9400 | 0.9122 | 0.9122 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 2.3410 | 0.6558 | 0.6557 | 0.6558 | 0.6500 | 0.5119 | 0.5090 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.2183 | 0.9075 | 0.9080 | 0.9075 | 0.9067 | 0.8644 | 0.8640 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.0034 | 0.6234 | 0.6125 | 0.6234 | 0.6136 | 0.4639 | 0.4621 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.2617 | 0.9253 | 0.9262 | 0.9253 | 0.9252 | 0.8911 | 0.8906 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.0408 | 0.6429 | 0.6351 | 0.6429 | 0.6174 | 0.4898 | 0.4800 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1887 | 0.9432 | 0.9432 | 0.9432 | 0.9430 | 0.9169 | 0.9168 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.9925 | 0.5974 | 0.5674 | 0.5974 | 0.5740 | 0.4210 | 0.4163 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1219 | 0.9545 | 0.9548 | 0.9545 | 0.9545 | 0.9336 | 0.9334 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.1338 | 0.6558 | 0.6444 | 0.6558 | 0.6442 | 0.5120 | 0.5078 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.0932 | 0.9692 | 0.9693 | 0.9692 | 0.9692 | 0.9550 | 0.9550 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.4166 | 0.6623 | 0.6518 | 0.6623 | 0.6406 | 0.5152 | 0.5074 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.0940 | 0.9740 | 0.9740 | 0.9740 | 0.9740 | 0.9621 | 0.9620 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.5497 | 0.7143 | 0.7080 | 0.7143 | 0.7082 | 0.5936 | 0.5921 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.0458 | 0.9854 | 0.9855 | 0.9854 | 0.9854 | 0.9787 | 0.9787 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.7141 | 0.6818 | 0.6724 | 0.6818 | 0.6644 | 0.5460 | 0.5393 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.0705 | 0.9740 | 0.9747 | 0.9740 | 0.9740 | 0.9622 | 0.9621 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 4.4595 | 0.6039 | 0.6108 | 0.6039 | 0.5765 | 0.4440 | 0.4229 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.3826 | 0.9188 | 0.9196 | 0.9188 | 0.9191 | 0.8819 | 0.8819 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 3.0112 | 0.5519 | 0.5320 | 0.5519 | 0.5189 | 0.3603 | 0.3448 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.3723 | 0.8701 | 0.8700 | 0.8701 | 0.8695 | 0.8095 | 0.8091 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.5690 | 0.6039 | 0.5833 | 0.6039 | 0.5669 | 0.4342 | 0.4170 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.2206 | 0.9156 | 0.9174 | 0.9156 | 0.9156 | 0.8767 | 0.8764 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.7323 | 0.5974 | 0.5676 | 0.5974 | 0.5605 | 0.4169 | 0.4065 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1213 | 0.9432 | 0.9429 | 0.9432 | 0.9429 | 0.9168 | 0.9166 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.1857 | 0.6039 | 0.5918 | 0.6039 | 0.5799 | 0.4373 | 0.4243 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0750 | 0.9724 | 0.9725 | 0.9724 | 0.9723 | 0.9597 | 0.9596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.1531 | 0.6623 | 0.6472 | 0.6623 | 0.6526 | 0.5199 | 0.5185 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0418 | 0.9886 | 0.9887 | 0.9886 | 0.9886 | 0.9834 | 0.9834 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.99batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.5215 | 0.6623 | 0.6552 | 0.6623 | 0.6441 | 0.5188 | 0.5099 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0353 | 0.9919 | 0.9919 | 0.9919 | 0.9919 | 0.9881 | 0.9881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.6445 | 0.6623 | 0.6483 | 0.6623 | 0.6473 | 0.5181 | 0.5138 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0344 | 0.9854 | 0.9855 | 0.9854 | 0.9854 | 0.9787 | 0.9786 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.0262 | 0.5909 | 0.5777 | 0.5909 | 0.5722 | 0.4263 | 0.4183 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0227 | 0.9951 | 0.9952 | 0.9951 | 0.9951 | 0.9929 | 0.9929 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.1161 | 0.6169 | 0.6089 | 0.6169 | 0.6026 | 0.4644 | 0.4585 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0152 | 0.9919 | 0.9921 | 0.9919 | 0.9918 | 0.9882 | 0.9881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.2118 | 0.6558 | 0.6415 | 0.6558 | 0.6338 | 0.5083 | 0.5016 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0113 | 0.9951 | 0.9952 | 0.9951 | 0.9951 | 0.9929 | 0.9929 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.4199 | 0.6558 | 0.6439 | 0.6558 | 0.6437 | 0.5082 | 0.5047 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0316 | 0.9919 | 0.9920 | 0.9919 | 0.9918 | 0.9882 | 0.9881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 3.6504 | 0.6558 | 0.6449 | 0.6558 | 0.6360 | 0.5118 | 0.5030 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0286 | 0.9870 | 0.9878 | 0.9870 | 0.9872 | 0.9812 | 0.9811 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.88batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 3.8392 | 0.5844 | 0.5761 | 0.5844 | 0.5667 | 0.4181 | 0.4101 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0584 | 0.9838 | 0.9839 | 0.9838 | 0.9838 | 0.9764 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 3.3481 | 0.6494 | 0.6412 | 0.6494 | 0.6430 | 0.5028 | 0.5014 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 1.01475430727005 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.4554 | 0.4042 | 0.3076 | 0.4042 | 0.3205 | 0.0451 | 0.0352 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2504 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2339 | 0.5227 | 0.4020 | 0.5227 | 0.4469 | 0.2542 | 0.2303 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2300 | 0.4740 | 0.3637 | 0.4740 | 0.3713 | 0.2525 | 0.1868 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2210 | 0.4838 | 0.3801 | 0.4838 | 0.4071 | 0.1937 | 0.1657 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2983 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1662 | 0.5146 | 0.3935 | 0.5146 | 0.4410 | 0.2417 | 0.2224 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1414 | 0.5130 | 0.3915 | 0.5130 | 0.4237 | 0.3083 | 0.2580 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1096 | 0.5747 | 0.4346 | 0.5747 | 0.4947 | 0.3374 | 0.3169 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1507 | 0.5195 | 0.3607 | 0.5195 | 0.4258 | 0.2880 | 0.2633 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.1381 | 0.5844 | 0.4415 | 0.5844 | 0.5029 | 0.3538 | 0.3325 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.1904 | 0.5325 | 0.4396 | 0.5325 | 0.4407 | 0.3730 | 0.2891 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0943 | 0.5893 | 0.4505 | 0.5893 | 0.5074 | 0.3676 | 0.3416 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.2170 | 0.5455 | 0.4065 | 0.5455 | 0.4522 | 0.3547 | 0.3067 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0883 | 0.5860 | 0.4435 | 0.5860 | 0.5044 | 0.3574 | 0.3354 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.1577 | 0.5519 | 0.4162 | 0.5519 | 0.4570 | 0.3722 | 0.3170 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0764 | 0.5877 | 0.4446 | 0.5877 | 0.5058 | 0.3600 | 0.3380 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0739 | 0.5390 | 0.3902 | 0.5390 | 0.4458 | 0.3329 | 0.2959 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 1.0248 | 0.6023 | 0.4565 | 0.6023 | 0.5186 | 0.3858 | 0.3617 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0675 | 0.5649 | 0.3999 | 0.5649 | 0.4659 | 0.3691 | 0.3345 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9702 | 0.6412 | 0.5204 | 0.6412 | 0.5555 | 0.4507 | 0.4252 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0760 | 0.5974 | 0.4207 | 0.5974 | 0.4920 | 0.4223 | 0.3839 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9615 | 0.6396 | 0.6188 | 0.6396 | 0.5526 | 0.4479 | 0.4213 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0075 | 0.6039 | 0.4917 | 0.6039 | 0.5135 | 0.4390 | 0.3983 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9267 | 0.6396 | 0.5376 | 0.6396 | 0.5740 | 0.4496 | 0.4316 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0375 | 0.5844 | 0.5504 | 0.5844 | 0.5069 | 0.4293 | 0.3703 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.9054 | 0.6429 | 0.5545 | 0.6429 | 0.5562 | 0.4537 | 0.4271 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0079 | 0.5974 | 0.4315 | 0.5974 | 0.4957 | 0.4292 | 0.3848 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.8335 | 0.6769 | 0.5825 | 0.6769 | 0.6071 | 0.5113 | 0.4886 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9944 | 0.5779 | 0.4958 | 0.5779 | 0.5237 | 0.3986 | 0.3760 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.7723 | 0.6981 | 0.6139 | 0.6981 | 0.6480 | 0.5445 | 0.5313 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0224 | 0.5844 | 0.6320 | 0.5844 | 0.5311 | 0.3986 | 0.3840 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.7060 | 0.7192 | 0.6871 | 0.7192 | 0.6783 | 0.5784 | 0.5678 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9967 | 0.6039 | 0.6128 | 0.6039 | 0.5669 | 0.4326 | 0.4199 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6952 | 0.7338 | 0.7089 | 0.7338 | 0.7104 | 0.6020 | 0.5968 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.1311 | 0.5844 | 0.5635 | 0.5844 | 0.5396 | 0.3989 | 0.3860 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.6985 | 0.7256 | 0.7137 | 0.7256 | 0.7066 | 0.5894 | 0.5840 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.1856 | 0.5779 | 0.5462 | 0.5779 | 0.5219 | 0.3877 | 0.3734 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.6819 | 0.7354 | 0.7183 | 0.7354 | 0.7159 | 0.6039 | 0.5985 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.0510 | 0.5909 | 0.5761 | 0.5909 | 0.5686 | 0.4178 | 0.4059 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.6017 | 0.7662 | 0.7549 | 0.7662 | 0.7485 | 0.6525 | 0.6454 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.1595 | 0.6104 | 0.5954 | 0.6104 | 0.5610 | 0.4473 | 0.4217 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.5954 | 0.7695 | 0.7699 | 0.7695 | 0.7573 | 0.6575 | 0.6534 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.0486 | 0.6429 | 0.6164 | 0.6429 | 0.6057 | 0.4894 | 0.4756 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.5227 | 0.8052 | 0.8062 | 0.8052 | 0.7989 | 0.7111 | 0.7079 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.1914 | 0.5714 | 0.5897 | 0.5714 | 0.5789 | 0.4073 | 0.4064 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.4508 | 0.8409 | 0.8383 | 0.8409 | 0.8373 | 0.7651 | 0.7639 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.2571 | 0.5455 | 0.5445 | 0.5455 | 0.5430 | 0.3566 | 0.3553 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3736 | 0.8555 | 0.8587 | 0.8555 | 0.8568 | 0.7898 | 0.7896 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.6378 | 0.6169 | 0.6528 | 0.6169 | 0.6030 | 0.4598 | 0.4534 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3868 | 0.8442 | 0.8418 | 0.8442 | 0.8421 | 0.7708 | 0.7703 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.4314 | 0.5909 | 0.5550 | 0.5909 | 0.5641 | 0.4120 | 0.4074 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.3898 | 0.8620 | 0.8613 | 0.8620 | 0.8608 | 0.7981 | 0.7973 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.4995 | 0.6364 | 0.6267 | 0.6364 | 0.6219 | 0.4817 | 0.4778 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.3852 | 0.8474 | 0.8454 | 0.8474 | 0.8454 | 0.7754 | 0.7748 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.4320 | 0.5974 | 0.5678 | 0.5974 | 0.5722 | 0.4208 | 0.4153 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.3091 | 0.8750 | 0.8769 | 0.8750 | 0.8755 | 0.8175 | 0.8173 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.6866 | 0.6104 | 0.5842 | 0.6104 | 0.5923 | 0.4431 | 0.4401 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.2349 | 0.9140 | 0.9138 | 0.9140 | 0.9138 | 0.8742 | 0.8742 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.9530 | 0.5779 | 0.5870 | 0.5779 | 0.5418 | 0.3934 | 0.3829 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.2330 | 0.9010 | 0.9006 | 0.9010 | 0.9007 | 0.8551 | 0.8551 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.8989 | 0.6429 | 0.6286 | 0.6429 | 0.6301 | 0.4909 | 0.4883 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.2060 | 0.9221 | 0.9217 | 0.9221 | 0.9213 | 0.8856 | 0.8853 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.9517 | 0.6104 | 0.6094 | 0.6104 | 0.6097 | 0.4526 | 0.4524 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1157 | 0.9610 | 0.9622 | 0.9610 | 0.9614 | 0.9435 | 0.9433 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.3607 | 0.6234 | 0.6058 | 0.6234 | 0.6038 | 0.4598 | 0.4540 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.2387 | 0.9253 | 0.9252 | 0.9253 | 0.9251 | 0.8906 | 0.8906 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.1129 | 0.5649 | 0.5678 | 0.5649 | 0.5622 | 0.3896 | 0.3875 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.3307 | 0.8864 | 0.8862 | 0.8864 | 0.8857 | 0.8337 | 0.8332 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.6567 | 0.6234 | 0.6432 | 0.6234 | 0.6246 | 0.4768 | 0.4720 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.3098 | 0.8896 | 0.8902 | 0.8896 | 0.8886 | 0.8380 | 0.8376 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 1.7496 | 0.5974 | 0.6142 | 0.5974 | 0.6003 | 0.4388 | 0.4358 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.3403 | 0.8831 | 0.8844 | 0.8831 | 0.8830 | 0.8287 | 0.8283 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 1.3269 | 0.6104 | 0.6256 | 0.6104 | 0.6131 | 0.4548 | 0.4525 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.2088 | 0.9237 | 0.9240 | 0.9237 | 0.9231 | 0.8885 | 0.8881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.8819 | 0.6234 | 0.6175 | 0.6234 | 0.6161 | 0.4646 | 0.4620 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1234 | 0.9578 | 0.9579 | 0.9578 | 0.9578 | 0.9384 | 0.9384 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.7678 | 0.6364 | 0.6242 | 0.6364 | 0.6203 | 0.4801 | 0.4760 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0925 | 0.9659 | 0.9662 | 0.9659 | 0.9659 | 0.9502 | 0.9502 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.5173 | 0.6429 | 0.6296 | 0.6429 | 0.6302 | 0.4979 | 0.4948 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0859 | 0.9789 | 0.9788 | 0.9789 | 0.9788 | 0.9691 | 0.9691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.3540 | 0.5844 | 0.5682 | 0.5844 | 0.5717 | 0.4085 | 0.4054 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0807 | 0.9675 | 0.9676 | 0.9675 | 0.9674 | 0.9526 | 0.9525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 3.0091 | 0.6299 | 0.6309 | 0.6299 | 0.6198 | 0.4731 | 0.4694 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0355 | 0.9870 | 0.9871 | 0.9870 | 0.9870 | 0.9810 | 0.9810 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.0805 | 0.6364 | 0.6207 | 0.6364 | 0.6124 | 0.4775 | 0.4689 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0830 | 0.9805 | 0.9805 | 0.9805 | 0.9805 | 0.9715 | 0.9715 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.9860 | 0.6234 | 0.6280 | 0.6234 | 0.6247 | 0.4723 | 0.4717 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0729 | 0.9724 | 0.9728 | 0.9724 | 0.9725 | 0.9599 | 0.9598 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.5434 | 0.6558 | 0.6477 | 0.6558 | 0.6464 | 0.5113 | 0.5075 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.1001 | 0.9805 | 0.9806 | 0.9805 | 0.9805 | 0.9715 | 0.9715 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.9563 | 0.6039 | 0.5823 | 0.6039 | 0.5863 | 0.4381 | 0.4333 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.1151 | 0.9610 | 0.9615 | 0.9610 | 0.9612 | 0.9433 | 0.9433 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.5650 | 0.6494 | 0.6419 | 0.6494 | 0.6381 | 0.5057 | 0.4995 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1423 | 0.9529 | 0.9532 | 0.9529 | 0.9529 | 0.9313 | 0.9313 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.3423 | 0.6429 | 0.6091 | 0.6429 | 0.6203 | 0.4884 | 0.4844 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1132 | 0.9627 | 0.9635 | 0.9627 | 0.9623 | 0.9456 | 0.9453 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.3625 | 0.6039 | 0.6312 | 0.6039 | 0.6029 | 0.4458 | 0.4354 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.1130 | 0.9675 | 0.9673 | 0.9675 | 0.9673 | 0.9525 | 0.9524 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.3603 | 0.6364 | 0.6284 | 0.6364 | 0.6272 | 0.4842 | 0.4806 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9943964049220085 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3656 | 0.3523 | 0.3057 | 0.3523 | 0.3126 | 0.0044 | 0.0041 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3177 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2445 | 0.4205 | 0.3692 | 0.4205 | 0.2948 | 0.1141 | 0.0576 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3821 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2048 | 0.5081 | 0.4174 | 0.5081 | 0.4213 | 0.2572 | 0.2036 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1522 | 0.5455 | 0.3854 | 0.5455 | 0.4490 | 0.3369 | 0.3048 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1155 | 0.5633 | 0.4254 | 0.5633 | 0.4847 | 0.3177 | 0.2985 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1427 | 0.5325 | 0.3861 | 0.5325 | 0.4392 | 0.3243 | 0.2862 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0806 | 0.5925 | 0.4479 | 0.5925 | 0.5099 | 0.3681 | 0.3457 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1299 | 0.5390 | 0.3923 | 0.5390 | 0.4455 | 0.3355 | 0.2961 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0524 | 0.5958 | 0.4499 | 0.5958 | 0.5126 | 0.3732 | 0.3507 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.1378 | 0.5519 | 0.3921 | 0.5519 | 0.4499 | 0.3541 | 0.3104 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.1030 | 0.5568 | 0.4203 | 0.5568 | 0.4790 | 0.3063 | 0.2877 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0873 | 0.5455 | 0.3869 | 0.5455 | 0.4495 | 0.3378 | 0.3050 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0476 | 0.6023 | 0.4558 | 0.6023 | 0.5184 | 0.3852 | 0.3615 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0872 | 0.5519 | 0.4072 | 0.5519 | 0.4581 | 0.3610 | 0.3162 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0173 | 0.6039 | 0.4566 | 0.6039 | 0.5196 | 0.3878 | 0.3641 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.1255 | 0.5390 | 0.3742 | 0.5390 | 0.4416 | 0.3207 | 0.2928 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9895 | 0.6201 | 0.4682 | 0.6201 | 0.5335 | 0.4147 | 0.3897 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0762 | 0.5584 | 0.3883 | 0.5584 | 0.4559 | 0.3561 | 0.3217 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 1.0265 | 0.6088 | 0.4889 | 0.6088 | 0.5311 | 0.3971 | 0.3752 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0524 | 0.5779 | 0.4650 | 0.5779 | 0.4933 | 0.4034 | 0.3621 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.31batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 1.0214 | 0.6136 | 0.4995 | 0.6136 | 0.5330 | 0.4094 | 0.3825 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0502 | 0.5714 | 0.4286 | 0.5714 | 0.4788 | 0.3929 | 0.3497 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9712 | 0.6266 | 0.5337 | 0.6266 | 0.5552 | 0.4273 | 0.4063 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0407 | 0.5649 | 0.3961 | 0.5649 | 0.4654 | 0.3648 | 0.3348 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.9870 | 0.6299 | 0.5688 | 0.6299 | 0.5480 | 0.4324 | 0.4073 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0099 | 0.5909 | 0.4218 | 0.5909 | 0.4882 | 0.4158 | 0.3746 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.9166 | 0.6445 | 0.4894 | 0.6445 | 0.5562 | 0.4564 | 0.4301 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.0283 | 0.6039 | 0.4209 | 0.6039 | 0.4957 | 0.4305 | 0.3933 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.8820 | 0.6461 | 0.6335 | 0.6461 | 0.5699 | 0.4588 | 0.4355 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0443 | 0.5909 | 0.5710 | 0.5909 | 0.4978 | 0.4070 | 0.3768 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.8328 | 0.6753 | 0.6485 | 0.6753 | 0.6354 | 0.5111 | 0.4977 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.87batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0108 | 0.6299 | 0.5432 | 0.6299 | 0.5502 | 0.4682 | 0.4401 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.7633 | 0.7045 | 0.6888 | 0.7045 | 0.6560 | 0.5558 | 0.5375 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0812 | 0.6169 | 0.5981 | 0.6169 | 0.5975 | 0.4503 | 0.4453 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.7022 | 0.7175 | 0.6954 | 0.7175 | 0.7008 | 0.5779 | 0.5744 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.0481 | 0.6429 | 0.6912 | 0.6429 | 0.6131 | 0.5081 | 0.4770 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.6792 | 0.7305 | 0.7230 | 0.7305 | 0.6980 | 0.6004 | 0.5879 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.93batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.2489 | 0.5779 | 0.5635 | 0.5779 | 0.5431 | 0.3957 | 0.3871 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.7260 | 0.7110 | 0.6925 | 0.7110 | 0.6989 | 0.5700 | 0.5682 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.1338 | 0.5909 | 0.5269 | 0.5909 | 0.5266 | 0.4193 | 0.3860 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.6648 | 0.7273 | 0.7173 | 0.7273 | 0.6943 | 0.5909 | 0.5782 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 0.9986 | 0.6818 | 0.6604 | 0.6818 | 0.6566 | 0.5444 | 0.5366 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.5697 | 0.7808 | 0.7728 | 0.7808 | 0.7734 | 0.6754 | 0.6732 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.1611 | 0.6364 | 0.6100 | 0.6364 | 0.6136 | 0.4827 | 0.4750 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.5101 | 0.8068 | 0.7991 | 0.8068 | 0.8006 | 0.7142 | 0.7128 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.1597 | 0.6169 | 0.5810 | 0.6169 | 0.5859 | 0.4506 | 0.4408 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.4572 | 0.8231 | 0.8161 | 0.8231 | 0.8116 | 0.7386 | 0.7347 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.3614 | 0.5844 | 0.5957 | 0.5844 | 0.5863 | 0.4160 | 0.4138 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.5132 | 0.8101 | 0.8104 | 0.8101 | 0.8101 | 0.7221 | 0.7220 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.2619 | 0.6299 | 0.6332 | 0.6299 | 0.6141 | 0.4710 | 0.4637 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.4287 | 0.8425 | 0.8404 | 0.8425 | 0.8373 | 0.7672 | 0.7649 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.93batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.5119 | 0.6558 | 0.6328 | 0.6558 | 0.6327 | 0.5079 | 0.5002 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.4622 | 0.8490 | 0.8481 | 0.8490 | 0.8485 | 0.7790 | 0.7789 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.2431 | 0.6234 | 0.6190 | 0.6234 | 0.6164 | 0.4694 | 0.4666 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.4122 | 0.8490 | 0.8476 | 0.8490 | 0.8482 | 0.7787 | 0.7786 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.3952 | 0.6299 | 0.6069 | 0.6299 | 0.6102 | 0.4721 | 0.4684 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.3589 | 0.8555 | 0.8546 | 0.8555 | 0.8546 | 0.7877 | 0.7875 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.2355 | 0.6364 | 0.6316 | 0.6364 | 0.6300 | 0.4841 | 0.4815 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.27batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.2324 | 0.9221 | 0.9222 | 0.9221 | 0.9220 | 0.8859 | 0.8858 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.5218 | 0.5779 | 0.6030 | 0.5779 | 0.5672 | 0.4109 | 0.3933 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1992 | 0.9269 | 0.9269 | 0.9269 | 0.9263 | 0.8929 | 0.8925 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.5444 | 0.6364 | 0.6418 | 0.6364 | 0.6233 | 0.4890 | 0.4766 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.2052 | 0.9286 | 0.9284 | 0.9286 | 0.9282 | 0.8952 | 0.8951 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.7564 | 0.6364 | 0.6261 | 0.6364 | 0.6214 | 0.4836 | 0.4770 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.2507 | 0.9172 | 0.9185 | 0.9172 | 0.9176 | 0.8791 | 0.8790 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.2356 | 0.5974 | 0.6120 | 0.5974 | 0.6025 | 0.4386 | 0.4372 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.2753 | 0.9075 | 0.9063 | 0.9075 | 0.9067 | 0.8644 | 0.8643 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 1.9534 | 0.6429 | 0.6776 | 0.6429 | 0.6528 | 0.5054 | 0.5017 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1751 | 0.9464 | 0.9467 | 0.9464 | 0.9461 | 0.9217 | 0.9214 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.2377 | 0.6104 | 0.5863 | 0.6104 | 0.5935 | 0.4455 | 0.4421 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1329 | 0.9594 | 0.9596 | 0.9594 | 0.9592 | 0.9406 | 0.9404 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.2485 | 0.6169 | 0.6081 | 0.6169 | 0.6098 | 0.4561 | 0.4550 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.1045 | 0.9675 | 0.9677 | 0.9675 | 0.9676 | 0.9526 | 0.9526 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.7378 | 0.6429 | 0.6188 | 0.6429 | 0.6250 | 0.4903 | 0.4866 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1487 | 0.9562 | 0.9567 | 0.9562 | 0.9562 | 0.9360 | 0.9359 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.3030 | 0.6623 | 0.6545 | 0.6623 | 0.6479 | 0.5222 | 0.5141 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1926 | 0.9318 | 0.9319 | 0.9318 | 0.9315 | 0.9002 | 0.9001 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.6247 | 0.5974 | 0.6411 | 0.5974 | 0.6073 | 0.4421 | 0.4360 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1175 | 0.9594 | 0.9593 | 0.9594 | 0.9593 | 0.9407 | 0.9406 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.5287 | 0.6429 | 0.6352 | 0.6429 | 0.6309 | 0.4940 | 0.4882 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0681 | 0.9773 | 0.9773 | 0.9773 | 0.9772 | 0.9668 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.4143 | 0.6558 | 0.6520 | 0.6558 | 0.6430 | 0.5124 | 0.5043 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0832 | 0.9675 | 0.9678 | 0.9675 | 0.9676 | 0.9526 | 0.9525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.0191 | 0.6753 | 0.6537 | 0.6753 | 0.6570 | 0.5392 | 0.5343 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1404 | 0.9529 | 0.9538 | 0.9529 | 0.9532 | 0.9314 | 0.9314 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.2784 | 0.6299 | 0.6042 | 0.6299 | 0.6093 | 0.4688 | 0.4647 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1047 | 0.9643 | 0.9647 | 0.9643 | 0.9640 | 0.9479 | 0.9475 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.1757 | 0.6364 | 0.6348 | 0.6364 | 0.6344 | 0.4877 | 0.4870 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.1085 | 0.9692 | 0.9692 | 0.9692 | 0.9691 | 0.9549 | 0.9549 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.1204 | 0.6429 | 0.6314 | 0.6429 | 0.6311 | 0.4900 | 0.4870 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.1290 | 0.9627 | 0.9626 | 0.9627 | 0.9626 | 0.9454 | 0.9454 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.8943 | 0.6688 | 0.6467 | 0.6688 | 0.6441 | 0.5308 | 0.5199 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.2041 | 0.9545 | 0.9545 | 0.9545 | 0.9544 | 0.9334 | 0.9334 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 3.0262 | 0.5909 | 0.5783 | 0.5909 | 0.5764 | 0.4168 | 0.4137 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.1235 | 0.9578 | 0.9580 | 0.9578 | 0.9579 | 0.9383 | 0.9383 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.5967 | 0.6299 | 0.6223 | 0.6299 | 0.6197 | 0.4758 | 0.4706 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0812 | 0.9708 | 0.9706 | 0.9708 | 0.9707 | 0.9573 | 0.9572 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.6655 | 0.6039 | 0.6081 | 0.6039 | 0.5994 | 0.4399 | 0.4357 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9986208096146584 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3832 | 0.3766 | 0.3319 | 0.3766 | 0.3352 | 0.0492 | 0.0452 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3112 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2599 | 0.4383 | 0.3574 | 0.4383 | 0.3373 | 0.1304 | 0.0887 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2381 | 0.5390 | 0.3796 | 0.5390 | 0.4371 | 0.3313 | 0.2904 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1639 | 0.5130 | 0.3891 | 0.5130 | 0.4398 | 0.2328 | 0.2157 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1580 | 0.5390 | 0.3816 | 0.5390 | 0.4441 | 0.3260 | 0.2949 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1309 | 0.5909 | 0.4491 | 0.5909 | 0.5090 | 0.3674 | 0.3437 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.91batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.0749 | 0.5455 | 0.3855 | 0.5455 | 0.4494 | 0.3362 | 0.3047 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1059 | 0.5860 | 0.4458 | 0.5860 | 0.5049 | 0.3591 | 0.3359 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0953 | 0.5455 | 0.3938 | 0.5455 | 0.4504 | 0.3441 | 0.3058 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0712 | 0.5909 | 0.4478 | 0.5909 | 0.5086 | 0.3665 | 0.3435 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0779 | 0.5455 | 0.4008 | 0.5455 | 0.4516 | 0.3497 | 0.3063 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0512 | 0.5925 | 0.4512 | 0.5925 | 0.5100 | 0.3716 | 0.3465 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0802 | 0.5455 | 0.4110 | 0.5455 | 0.4531 | 0.3573 | 0.3083 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0314 | 0.5974 | 0.4579 | 0.5974 | 0.5161 | 0.3801 | 0.3552 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0498 | 0.5519 | 0.5320 | 0.5519 | 0.4620 | 0.3432 | 0.3150 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9818 | 0.6120 | 0.5853 | 0.6120 | 0.5497 | 0.4031 | 0.3853 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.96batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0684 | 0.5519 | 0.4929 | 0.5519 | 0.5029 | 0.3491 | 0.3384 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9401 | 0.6494 | 0.6232 | 0.6494 | 0.6227 | 0.4702 | 0.4633 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0830 | 0.5714 | 0.5513 | 0.5714 | 0.5402 | 0.3867 | 0.3730 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.8782 | 0.6705 | 0.6466 | 0.6705 | 0.6445 | 0.5041 | 0.4966 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0943 | 0.5909 | 0.6117 | 0.5909 | 0.5828 | 0.4267 | 0.4169 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8655 | 0.6640 | 0.6446 | 0.6640 | 0.6487 | 0.4966 | 0.4936 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0748 | 0.5519 | 0.4431 | 0.5519 | 0.4819 | 0.3451 | 0.3269 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8134 | 0.7013 | 0.6858 | 0.7013 | 0.6778 | 0.5506 | 0.5426 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.2239 | 0.5779 | 0.5712 | 0.5779 | 0.5690 | 0.4028 | 0.4003 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8699 | 0.6818 | 0.6701 | 0.6818 | 0.6698 | 0.5242 | 0.5210 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0222 | 0.6104 | 0.5489 | 0.6104 | 0.5623 | 0.4397 | 0.4289 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7637 | 0.6997 | 0.6904 | 0.6997 | 0.6890 | 0.5527 | 0.5492 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.1110 | 0.6104 | 0.5589 | 0.6104 | 0.5702 | 0.4431 | 0.4316 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6717 | 0.7305 | 0.7274 | 0.7305 | 0.7287 | 0.6044 | 0.6043 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.3292 | 0.5519 | 0.5563 | 0.5519 | 0.5425 | 0.3659 | 0.3588 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.5999 | 0.7711 | 0.7657 | 0.7711 | 0.7669 | 0.6619 | 0.6610 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.2178 | 0.5909 | 0.5650 | 0.5909 | 0.5724 | 0.4128 | 0.4097 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.5340 | 0.8068 | 0.8046 | 0.8068 | 0.8028 | 0.7139 | 0.7123 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.4970 | 0.5519 | 0.5680 | 0.5519 | 0.5512 | 0.3727 | 0.3695 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.4570 | 0.8247 | 0.8228 | 0.8247 | 0.8229 | 0.7419 | 0.7414 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.5752 | 0.6169 | 0.6388 | 0.6169 | 0.6077 | 0.4674 | 0.4521 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.3622 | 0.8685 | 0.8689 | 0.8685 | 0.8640 | 0.8063 | 0.8039 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 2.0856 | 0.5779 | 0.6269 | 0.5779 | 0.5895 | 0.4239 | 0.4170 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.3801 | 0.8555 | 0.8536 | 0.8555 | 0.8538 | 0.7875 | 0.7870 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.7396 | 0.5974 | 0.5853 | 0.5974 | 0.5672 | 0.4219 | 0.4115 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.2714 | 0.9042 | 0.9077 | 0.9042 | 0.9046 | 0.8605 | 0.8598 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 2.0268 | 0.5974 | 0.5996 | 0.5974 | 0.5901 | 0.4281 | 0.4233 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.2642 | 0.9140 | 0.9151 | 0.9140 | 0.9138 | 0.8743 | 0.8739 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 2.1106 | 0.5909 | 0.5845 | 0.5909 | 0.5872 | 0.4223 | 0.4220 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.2355 | 0.8977 | 0.8983 | 0.8977 | 0.8971 | 0.8513 | 0.8504 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 2.3245 | 0.5909 | 0.6049 | 0.5909 | 0.5920 | 0.4249 | 0.4228 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.1757 | 0.9351 | 0.9351 | 0.9351 | 0.9347 | 0.9048 | 0.9046 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 2.4583 | 0.5714 | 0.5696 | 0.5714 | 0.5569 | 0.3866 | 0.3823 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.1570 | 0.9432 | 0.9433 | 0.9432 | 0.9432 | 0.9170 | 0.9170 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 2.9105 | 0.6039 | 0.5978 | 0.6039 | 0.5870 | 0.4324 | 0.4267 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2047 | 0.9237 | 0.9238 | 0.9237 | 0.9231 | 0.8881 | 0.8878 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 2.7315 | 0.5844 | 0.5805 | 0.5844 | 0.5821 | 0.4132 | 0.4131 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2084 | 0.9286 | 0.9284 | 0.9286 | 0.9285 | 0.8956 | 0.8955 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 2.7446 | 0.6104 | 0.5907 | 0.6104 | 0.5824 | 0.4388 | 0.4300 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.1365 | 0.9497 | 0.9497 | 0.9497 | 0.9495 | 0.9263 | 0.9262 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.6589 | 0.5974 | 0.5995 | 0.5974 | 0.5800 | 0.4253 | 0.4180 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1157 | 0.9610 | 0.9614 | 0.9610 | 0.9607 | 0.9430 | 0.9428 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.8869 | 0.5844 | 0.5728 | 0.5844 | 0.5779 | 0.4121 | 0.4117 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1185 | 0.9659 | 0.9661 | 0.9659 | 0.9656 | 0.9501 | 0.9499 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 3.5493 | 0.5909 | 0.5958 | 0.5909 | 0.5525 | 0.4097 | 0.3991 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.0927 | 0.9692 | 0.9696 | 0.9692 | 0.9690 | 0.9549 | 0.9547 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 3.2232 | 0.6104 | 0.5974 | 0.6104 | 0.6020 | 0.4469 | 0.4460 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.0761 | 0.9724 | 0.9725 | 0.9724 | 0.9723 | 0.9596 | 0.9596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 3.9141 | 0.6234 | 0.6147 | 0.6234 | 0.6128 | 0.4686 | 0.4641 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.0908 | 0.9610 | 0.9613 | 0.9610 | 0.9610 | 0.9431 | 0.9430 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 4.3070 | 0.5909 | 0.5663 | 0.5909 | 0.5707 | 0.4173 | 0.4116 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1736 | 0.9448 | 0.9447 | 0.9448 | 0.9446 | 0.9192 | 0.9191 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.8556 | 0.5584 | 0.5564 | 0.5584 | 0.5543 | 0.3732 | 0.3715 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1463 | 0.9529 | 0.9528 | 0.9529 | 0.9528 | 0.9312 | 0.9312 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 3.0077 | 0.6169 | 0.6175 | 0.6169 | 0.5997 | 0.4502 | 0.4436 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1151 | 0.9740 | 0.9740 | 0.9740 | 0.9739 | 0.9621 | 0.9620 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 3.1514 | 0.6494 | 0.6462 | 0.6494 | 0.6426 | 0.5034 | 0.5002 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0712 | 0.9724 | 0.9728 | 0.9724 | 0.9722 | 0.9597 | 0.9594 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 4.0622 | 0.5974 | 0.5878 | 0.5974 | 0.5920 | 0.4299 | 0.4295 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0697 | 0.9756 | 0.9756 | 0.9756 | 0.9756 | 0.9644 | 0.9644 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 4.7333 | 0.6039 | 0.5969 | 0.6039 | 0.5986 | 0.4385 | 0.4378 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1080 | 0.9659 | 0.9659 | 0.9659 | 0.9657 | 0.9501 | 0.9500 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 4.4942 | 0.5584 | 0.5863 | 0.5584 | 0.5543 | 0.3863 | 0.3754 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1829 | 0.9497 | 0.9507 | 0.9497 | 0.9499 | 0.9270 | 0.9267 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.9714 | 0.6234 | 0.6322 | 0.6234 | 0.6250 | 0.4712 | 0.4697 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1196 | 0.9545 | 0.9546 | 0.9545 | 0.9544 | 0.9334 | 0.9333 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 3.3594 | 0.5844 | 0.5888 | 0.5844 | 0.5651 | 0.4106 | 0.3988 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0996 | 0.9659 | 0.9664 | 0.9659 | 0.9660 | 0.9503 | 0.9502 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.4333 | 0.6169 | 0.6165 | 0.6169 | 0.6153 | 0.4604 | 0.4594 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1217 | 0.9594 | 0.9595 | 0.9594 | 0.9593 | 0.9406 | 0.9405 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.2561 | 0.6104 | 0.6020 | 0.6104 | 0.6031 | 0.4473 | 0.4454 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0554 | 0.9773 | 0.9772 | 0.9773 | 0.9772 | 0.9668 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.4866 | 0.6039 | 0.6026 | 0.6039 | 0.6020 | 0.4415 | 0.4409 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.1011 | 0.9643 | 0.9643 | 0.9643 | 0.9642 | 0.9478 | 0.9477 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.4158 | 0.6169 | 0.6201 | 0.6169 | 0.6167 | 0.4614 | 0.4605 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0799 | 0.9740 | 0.9744 | 0.9740 | 0.9738 | 0.9621 | 0.9618 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.3327 | 0.6234 | 0.6140 | 0.6234 | 0.6123 | 0.4642 | 0.4602 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0376 | 0.9919 | 0.9919 | 0.9919 | 0.9919 | 0.9881 | 0.9881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 3.5347 | 0.6169 | 0.6060 | 0.6169 | 0.6073 | 0.4556 | 0.4527 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0338 | 0.9870 | 0.9870 | 0.9870 | 0.9869 | 0.9810 | 0.9810 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 4.1503 | 0.6169 | 0.6050 | 0.6169 | 0.6046 | 0.4554 | 0.4510 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0268 | 0.9935 | 0.9936 | 0.9935 | 0.9935 | 0.9905 | 0.9905 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 4.1692 | 0.6169 | 0.6055 | 0.6169 | 0.6071 | 0.4566 | 0.4538 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 1.0221935495734216 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.4535 | 0.3588 | 0.3035 | 0.3588 | 0.2719 | 0.0256 | 0.0192 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3526 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2268 | 0.4042 | 0.3535 | 0.4042 | 0.2935 | 0.0934 | 0.0537 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2758 | 0.4545 | 0.3735 | 0.4545 | 0.3507 | 0.2321 | 0.1555 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1769 | 0.5471 | 0.4227 | 0.5471 | 0.4695 | 0.2968 | 0.2697 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2487 | 0.5195 | 0.3984 | 0.5195 | 0.4231 | 0.3224 | 0.2582 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1544 | 0.5617 | 0.4252 | 0.5617 | 0.4832 | 0.3151 | 0.2949 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1122 | 0.5390 | 0.3751 | 0.5390 | 0.4419 | 0.3220 | 0.2939 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0644 | 0.5812 | 0.4388 | 0.5812 | 0.5000 | 0.3479 | 0.3268 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0972 | 0.5390 | 0.3779 | 0.5390 | 0.4424 | 0.3245 | 0.2946 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0588 | 0.5909 | 0.4461 | 0.5909 | 0.5084 | 0.3647 | 0.3428 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0686 | 0.5714 | 0.3968 | 0.5714 | 0.4681 | 0.3754 | 0.3425 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0546 | 0.5795 | 0.4375 | 0.5795 | 0.4986 | 0.3452 | 0.3244 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0612 | 0.5649 | 0.3925 | 0.5649 | 0.4629 | 0.3645 | 0.3326 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0246 | 0.5958 | 0.4507 | 0.5958 | 0.5131 | 0.3730 | 0.3506 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0378 | 0.5649 | 0.3981 | 0.5649 | 0.4645 | 0.3672 | 0.3329 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9843 | 0.6120 | 0.5205 | 0.6120 | 0.5419 | 0.4015 | 0.3825 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0227 | 0.5714 | 0.4111 | 0.5714 | 0.4765 | 0.3778 | 0.3493 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9289 | 0.6412 | 0.5563 | 0.6412 | 0.5910 | 0.4544 | 0.4426 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0279 | 0.5974 | 0.4928 | 0.5974 | 0.5006 | 0.4200 | 0.3861 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9398 | 0.6250 | 0.6545 | 0.6250 | 0.5776 | 0.4311 | 0.4173 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0173 | 0.5779 | 0.4598 | 0.5779 | 0.5067 | 0.3886 | 0.3693 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8754 | 0.6477 | 0.6279 | 0.6477 | 0.5918 | 0.4631 | 0.4447 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9878 | 0.6169 | 0.5816 | 0.6169 | 0.5166 | 0.4547 | 0.4149 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8142 | 0.6851 | 0.6826 | 0.6851 | 0.6384 | 0.5234 | 0.5073 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0157 | 0.5909 | 0.4995 | 0.5909 | 0.5305 | 0.4169 | 0.3962 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.7822 | 0.6997 | 0.6888 | 0.6997 | 0.6882 | 0.5548 | 0.5514 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0353 | 0.6494 | 0.6564 | 0.6494 | 0.5977 | 0.4984 | 0.4763 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.92batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7195 | 0.7354 | 0.7315 | 0.7354 | 0.7030 | 0.6047 | 0.5908 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.1231 | 0.6299 | 0.5747 | 0.6299 | 0.5749 | 0.4679 | 0.4505 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6919 | 0.7468 | 0.7521 | 0.7468 | 0.7427 | 0.6269 | 0.6249 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.1899 | 0.5000 | 0.5058 | 0.5000 | 0.5023 | 0.2996 | 0.2992 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.6888 | 0.7403 | 0.7377 | 0.7403 | 0.7380 | 0.6182 | 0.6176 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.4123 | 0.5909 | 0.5412 | 0.5909 | 0.5275 | 0.4093 | 0.3872 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6304 | 0.7500 | 0.7389 | 0.7500 | 0.7398 | 0.6285 | 0.6259 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.1693 | 0.5584 | 0.5069 | 0.5584 | 0.5255 | 0.3624 | 0.3577 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.5254 | 0.8003 | 0.7954 | 0.8003 | 0.7947 | 0.7042 | 0.7024 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.2966 | 0.5844 | 0.5630 | 0.5844 | 0.5708 | 0.4069 | 0.4052 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.5058 | 0.8231 | 0.8226 | 0.8231 | 0.8224 | 0.7411 | 0.7407 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.3876 | 0.5844 | 0.5601 | 0.5844 | 0.5627 | 0.4029 | 0.3983 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.4450 | 0.8328 | 0.8378 | 0.8328 | 0.8339 | 0.7563 | 0.7558 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.4700 | 0.5909 | 0.5728 | 0.5909 | 0.5660 | 0.4118 | 0.4055 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.4016 | 0.8620 | 0.8641 | 0.8620 | 0.8624 | 0.7994 | 0.7990 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.7497 | 0.6039 | 0.5783 | 0.6039 | 0.5831 | 0.4358 | 0.4321 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.3911 | 0.8847 | 0.8841 | 0.8847 | 0.8834 | 0.8309 | 0.8302 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.5617 | 0.6299 | 0.6184 | 0.6299 | 0.6201 | 0.4735 | 0.4711 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.2663 | 0.9123 | 0.9133 | 0.9123 | 0.9122 | 0.8716 | 0.8714 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.9194 | 0.6169 | 0.6068 | 0.6169 | 0.6097 | 0.4569 | 0.4556 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.2222 | 0.9205 | 0.9205 | 0.9205 | 0.9205 | 0.8838 | 0.8838 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 2.3096 | 0.5909 | 0.5464 | 0.5909 | 0.5576 | 0.4110 | 0.4037 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2448 | 0.9091 | 0.9084 | 0.9091 | 0.9081 | 0.8666 | 0.8662 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 2.1095 | 0.6494 | 0.6375 | 0.6494 | 0.6227 | 0.4986 | 0.4892 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2081 | 0.9205 | 0.9204 | 0.9205 | 0.9203 | 0.8837 | 0.8836 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 2.5765 | 0.6299 | 0.6302 | 0.6299 | 0.6046 | 0.4735 | 0.4592 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.1877 | 0.9383 | 0.9396 | 0.9383 | 0.9387 | 0.9101 | 0.9100 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 2.1316 | 0.5844 | 0.5600 | 0.5844 | 0.5592 | 0.4030 | 0.3960 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.2297 | 0.9205 | 0.9199 | 0.9205 | 0.9199 | 0.8834 | 0.8832 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.3948 | 0.6104 | 0.5568 | 0.6104 | 0.5689 | 0.4403 | 0.4309 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.2023 | 0.9318 | 0.9324 | 0.9318 | 0.9320 | 0.9006 | 0.9005 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.6502 | 0.6429 | 0.6276 | 0.6429 | 0.6204 | 0.4882 | 0.4818 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.2278 | 0.9302 | 0.9312 | 0.9302 | 0.9293 | 0.8975 | 0.8968 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.6552 | 0.6688 | 0.6656 | 0.6688 | 0.6642 | 0.5298 | 0.5283 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.2001 | 0.9269 | 0.9315 | 0.9269 | 0.9282 | 0.8950 | 0.8943 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.2274 | 0.6104 | 0.5707 | 0.6104 | 0.5802 | 0.4385 | 0.4324 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1730 | 0.9497 | 0.9504 | 0.9497 | 0.9495 | 0.9264 | 0.9260 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.3540 | 0.5844 | 0.5828 | 0.5844 | 0.5776 | 0.4136 | 0.4112 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1014 | 0.9708 | 0.9712 | 0.9708 | 0.9708 | 0.9573 | 0.9573 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.8229 | 0.6234 | 0.5949 | 0.6234 | 0.5939 | 0.4577 | 0.4498 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.0894 | 0.9708 | 0.9724 | 0.9708 | 0.9707 | 0.9577 | 0.9570 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.9418 | 0.6104 | 0.5967 | 0.6104 | 0.5975 | 0.4453 | 0.4428 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1087 | 0.9675 | 0.9674 | 0.9675 | 0.9673 | 0.9525 | 0.9524 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 3.4598 | 0.6234 | 0.6048 | 0.6234 | 0.5895 | 0.4564 | 0.4459 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1240 | 0.9578 | 0.9581 | 0.9578 | 0.9577 | 0.9384 | 0.9382 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 3.1443 | 0.6169 | 0.5918 | 0.6169 | 0.6006 | 0.4521 | 0.4499 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.1152 | 0.9578 | 0.9579 | 0.9578 | 0.9577 | 0.9383 | 0.9383 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.6704 | 0.6299 | 0.6106 | 0.6299 | 0.6052 | 0.4700 | 0.4608 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1221 | 0.9675 | 0.9677 | 0.9675 | 0.9673 | 0.9527 | 0.9525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.3810 | 0.6104 | 0.5838 | 0.6104 | 0.5928 | 0.4429 | 0.4404 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1006 | 0.9627 | 0.9626 | 0.9627 | 0.9624 | 0.9453 | 0.9452 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.6421 | 0.6104 | 0.5961 | 0.6104 | 0.5995 | 0.4462 | 0.4441 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.2084 | 0.9383 | 0.9393 | 0.9383 | 0.9384 | 0.9103 | 0.9100 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.7581 | 0.6234 | 0.5900 | 0.6234 | 0.5940 | 0.4573 | 0.4502 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1998 | 0.9334 | 0.9351 | 0.9334 | 0.9338 | 0.9035 | 0.9032 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.8023 | 0.6039 | 0.5899 | 0.6039 | 0.5691 | 0.4341 | 0.4170 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1897 | 0.9464 | 0.9475 | 0.9464 | 0.9453 | 0.9218 | 0.9208 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.1038 | 0.6494 | 0.6359 | 0.6494 | 0.6341 | 0.4995 | 0.4942 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0833 | 0.9756 | 0.9763 | 0.9756 | 0.9755 | 0.9645 | 0.9643 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.6949 | 0.6104 | 0.5928 | 0.6104 | 0.5843 | 0.4465 | 0.4383 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0739 | 0.9773 | 0.9774 | 0.9773 | 0.9772 | 0.9668 | 0.9667 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.1554 | 0.5909 | 0.5878 | 0.5909 | 0.5879 | 0.4237 | 0.4228 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0561 | 0.9789 | 0.9791 | 0.9789 | 0.9789 | 0.9692 | 0.9691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.5110 | 0.6039 | 0.5661 | 0.6039 | 0.5760 | 0.4350 | 0.4294 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0434 | 0.9838 | 0.9841 | 0.9838 | 0.9837 | 0.9764 | 0.9762 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.7040 | 0.6169 | 0.5854 | 0.6169 | 0.5925 | 0.4504 | 0.4454 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0440 | 0.9886 | 0.9887 | 0.9886 | 0.9886 | 0.9834 | 0.9834 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 4.4177 | 0.5714 | 0.5427 | 0.5714 | 0.5505 | 0.3849 | 0.3816 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0730 | 0.9838 | 0.9840 | 0.9838 | 0.9837 | 0.9763 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 3.5364 | 0.6039 | 0.5643 | 0.6039 | 0.5735 | 0.4324 | 0.4267 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0653 | 0.9789 | 0.9789 | 0.9789 | 0.9788 | 0.9692 | 0.9691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 3.5305 | 0.6104 | 0.5984 | 0.6104 | 0.5998 | 0.4472 | 0.4452 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9877914860844612 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 2.5555 | 0.3214 | 0.2756 | 0.3214 | 0.2657 | -0.0423 | -0.0356 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3787 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.3485 | 0.3685 | 0.1358 | 0.3685 | 0.1985 | 0.0000 | 0.0000 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3453 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2701 | 0.4318 | 0.3257 | 0.4318 | 0.3702 | 0.0917 | 0.0856 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2532 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.2392 | 0.4237 | 0.4227 | 0.4237 | 0.2949 | 0.1398 | 0.0624 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1719 | 0.5584 | 0.3930 | 0.5584 | 0.4576 | 0.3582 | 0.3213 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1249 | 0.5682 | 0.4309 | 0.5682 | 0.4886 | 0.3269 | 0.3051 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1254 | 0.5519 | 0.3848 | 0.5519 | 0.4531 | 0.3434 | 0.3137 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0831 | 0.5828 | 0.4406 | 0.5828 | 0.5010 | 0.3513 | 0.3289 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.1220 | 0.5455 | 0.3958 | 0.5455 | 0.4501 | 0.3467 | 0.3060 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0498 | 0.5974 | 0.4510 | 0.5974 | 0.5140 | 0.3757 | 0.3531 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.1158 | 0.5260 | 0.3984 | 0.5260 | 0.4340 | 0.3297 | 0.2777 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0284 | 0.6055 | 0.4579 | 0.6055 | 0.5213 | 0.3902 | 0.3665 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0490 | 0.5519 | 0.4068 | 0.5519 | 0.4557 | 0.3644 | 0.3165 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0015 | 0.6120 | 0.4637 | 0.6120 | 0.5269 | 0.4023 | 0.3773 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0191 | 0.5779 | 0.4145 | 0.5779 | 0.4775 | 0.3960 | 0.3550 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9837 | 0.6169 | 0.4677 | 0.6169 | 0.5312 | 0.4108 | 0.3851 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0052 | 0.5714 | 0.5453 | 0.5714 | 0.4779 | 0.3754 | 0.3446 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9601 | 0.6250 | 0.5633 | 0.6250 | 0.5430 | 0.4234 | 0.3989 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0003 | 0.5844 | 0.4895 | 0.5844 | 0.4914 | 0.4029 | 0.3670 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9457 | 0.6380 | 0.5960 | 0.6380 | 0.5535 | 0.4482 | 0.4200 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9868 | 0.5909 | 0.4156 | 0.5909 | 0.4863 | 0.4114 | 0.3740 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9220 | 0.6623 | 0.6535 | 0.6623 | 0.5946 | 0.4876 | 0.4637 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9971 | 0.6429 | 0.6066 | 0.6429 | 0.5636 | 0.5026 | 0.4585 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8929 | 0.6786 | 0.6534 | 0.6786 | 0.6275 | 0.5140 | 0.4962 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0528 | 0.6104 | 0.5286 | 0.6104 | 0.5354 | 0.4386 | 0.4115 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.9076 | 0.6623 | 0.6465 | 0.6623 | 0.6092 | 0.4873 | 0.4688 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.0184 | 0.6039 | 0.5220 | 0.6039 | 0.5155 | 0.4278 | 0.3977 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.8730 | 0.6753 | 0.6651 | 0.6753 | 0.6332 | 0.5084 | 0.4931 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0502 | 0.6169 | 0.6072 | 0.6169 | 0.5600 | 0.4476 | 0.4276 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.7841 | 0.6948 | 0.6754 | 0.6948 | 0.6750 | 0.5416 | 0.5364 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0652 | 0.6039 | 0.5849 | 0.6039 | 0.5597 | 0.4336 | 0.4229 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.8095 | 0.7045 | 0.6804 | 0.7045 | 0.6750 | 0.5558 | 0.5463 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0058 | 0.6169 | 0.5653 | 0.6169 | 0.5649 | 0.4476 | 0.4339 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.7028 | 0.7370 | 0.7275 | 0.7370 | 0.7126 | 0.6062 | 0.5970 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.0352 | 0.5974 | 0.5879 | 0.5974 | 0.5640 | 0.4366 | 0.4108 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.6949 | 0.7565 | 0.7547 | 0.7565 | 0.7474 | 0.6385 | 0.6344 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.0552 | 0.6039 | 0.6072 | 0.6039 | 0.5522 | 0.4301 | 0.4052 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.6261 | 0.7646 | 0.7578 | 0.7646 | 0.7500 | 0.6486 | 0.6431 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.1789 | 0.6364 | 0.6215 | 0.6364 | 0.6069 | 0.4799 | 0.4661 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.5808 | 0.7955 | 0.7901 | 0.7955 | 0.7900 | 0.6970 | 0.6955 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.0078 | 0.6558 | 0.6393 | 0.6558 | 0.6361 | 0.5062 | 0.5006 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.5133 | 0.8003 | 0.7972 | 0.8003 | 0.7933 | 0.7055 | 0.7023 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.0283 | 0.6364 | 0.6364 | 0.6364 | 0.6331 | 0.4905 | 0.4888 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.4022 | 0.8442 | 0.8449 | 0.8442 | 0.8432 | 0.7714 | 0.7709 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.2520 | 0.6429 | 0.6324 | 0.6429 | 0.6361 | 0.4952 | 0.4942 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3758 | 0.8701 | 0.8682 | 0.8701 | 0.8686 | 0.8092 | 0.8089 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.3165 | 0.6299 | 0.6164 | 0.6299 | 0.6161 | 0.4700 | 0.4663 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3231 | 0.8880 | 0.8894 | 0.8880 | 0.8867 | 0.8355 | 0.8342 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.8569 | 0.5909 | 0.5711 | 0.5909 | 0.5748 | 0.4178 | 0.4138 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.3737 | 0.8588 | 0.8568 | 0.8588 | 0.8575 | 0.7927 | 0.7925 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.6784 | 0.5909 | 0.5755 | 0.5909 | 0.5673 | 0.4191 | 0.4077 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.3735 | 0.8555 | 0.8546 | 0.8555 | 0.8517 | 0.7872 | 0.7856 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.3104 | 0.5909 | 0.5816 | 0.5909 | 0.5659 | 0.4118 | 0.4019 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.3363 | 0.8750 | 0.8763 | 0.8750 | 0.8737 | 0.8168 | 0.8159 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.13batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.8185 | 0.5909 | 0.5675 | 0.5909 | 0.5661 | 0.4166 | 0.4091 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.3852 | 0.8815 | 0.8814 | 0.8815 | 0.8811 | 0.8267 | 0.8264 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.5997 | 0.5649 | 0.5331 | 0.5649 | 0.5375 | 0.3794 | 0.3718 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.2374 | 0.9075 | 0.9072 | 0.9075 | 0.9066 | 0.8644 | 0.8640 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.6379 | 0.5909 | 0.5716 | 0.5909 | 0.5729 | 0.4113 | 0.4070 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.2085 | 0.9253 | 0.9249 | 0.9253 | 0.9244 | 0.8906 | 0.8902 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.1707 | 0.6169 | 0.5963 | 0.6169 | 0.5976 | 0.4518 | 0.4462 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1949 | 0.9367 | 0.9366 | 0.9367 | 0.9364 | 0.9073 | 0.9072 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.1250 | 0.6169 | 0.5967 | 0.6169 | 0.6003 | 0.4534 | 0.4493 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.3107 | 0.8994 | 0.9006 | 0.8994 | 0.8987 | 0.8528 | 0.8523 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.8374 | 0.5584 | 0.5275 | 0.5584 | 0.5348 | 0.3687 | 0.3647 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.2070 | 0.9269 | 0.9272 | 0.9269 | 0.9261 | 0.8928 | 0.8924 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.2352 | 0.6039 | 0.5838 | 0.6039 | 0.5740 | 0.4269 | 0.4176 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.34batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1574 | 0.9416 | 0.9422 | 0.9416 | 0.9416 | 0.9147 | 0.9144 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.2664 | 0.5909 | 0.5667 | 0.5909 | 0.5704 | 0.4150 | 0.4096 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.0876 | 0.9659 | 0.9663 | 0.9659 | 0.9657 | 0.9502 | 0.9499 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.7744 | 0.5779 | 0.5509 | 0.5779 | 0.5528 | 0.3945 | 0.3873 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0840 | 0.9740 | 0.9745 | 0.9740 | 0.9741 | 0.9621 | 0.9620 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 3.1208 | 0.5584 | 0.5490 | 0.5584 | 0.5358 | 0.3718 | 0.3654 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1044 | 0.9692 | 0.9695 | 0.9692 | 0.9690 | 0.9549 | 0.9548 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.8409 | 0.5584 | 0.5525 | 0.5584 | 0.5493 | 0.3795 | 0.3761 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1381 | 0.9529 | 0.9530 | 0.9529 | 0.9527 | 0.9312 | 0.9310 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 3.2078 | 0.5584 | 0.5471 | 0.5584 | 0.5427 | 0.3736 | 0.3685 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1432 | 0.9497 | 0.9515 | 0.9497 | 0.9501 | 0.9273 | 0.9270 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.4749 | 0.5584 | 0.5303 | 0.5584 | 0.5261 | 0.3635 | 0.3540 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1253 | 0.9513 | 0.9518 | 0.9513 | 0.9508 | 0.9288 | 0.9283 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.3542 | 0.6104 | 0.6155 | 0.6104 | 0.6062 | 0.4545 | 0.4513 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0961 | 0.9627 | 0.9631 | 0.9627 | 0.9628 | 0.9457 | 0.9456 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.6891 | 0.5519 | 0.5271 | 0.5519 | 0.5298 | 0.3577 | 0.3522 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0875 | 0.9740 | 0.9742 | 0.9740 | 0.9738 | 0.9620 | 0.9619 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.5571 | 0.5519 | 0.5250 | 0.5519 | 0.5290 | 0.3603 | 0.3541 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0870 | 0.9708 | 0.9711 | 0.9708 | 0.9705 | 0.9574 | 0.9572 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.0600 | 0.5844 | 0.5590 | 0.5844 | 0.5616 | 0.4064 | 0.4002 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0673 | 0.9838 | 0.9838 | 0.9838 | 0.9837 | 0.9763 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.0038 | 0.5909 | 0.5766 | 0.5909 | 0.5686 | 0.4165 | 0.4068 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0437 | 0.9903 | 0.9903 | 0.9903 | 0.9903 | 0.9858 | 0.9858 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.3067 | 0.6039 | 0.5848 | 0.6039 | 0.5851 | 0.4353 | 0.4292 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0753 | 0.9756 | 0.9757 | 0.9756 | 0.9756 | 0.9644 | 0.9644 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.8708 | 0.6104 | 0.5828 | 0.6104 | 0.5871 | 0.4430 | 0.4366 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0673 | 0.9805 | 0.9806 | 0.9805 | 0.9805 | 0.9716 | 0.9716 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 3.9052 | 0.5519 | 0.5399 | 0.5519 | 0.5325 | 0.3659 | 0.3572 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0816 | 0.9773 | 0.9774 | 0.9773 | 0.9772 | 0.9668 | 0.9667 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 3.7162 | 0.5714 | 0.5461 | 0.5714 | 0.5494 | 0.3893 | 0.3833 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.986800417304039 Generation 3: Best individual - (0.2, 2048, 1024), Best fitness - 0.9146114602684975 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.3671 | 0.3669 | 0.2735 | 0.3669 | 0.3120 | -0.0207 | -0.0193 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2714 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2354 | 0.3864 | 0.1493 | 0.3864 | 0.2154 | 0.0000 | 0.0000 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2897 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2055 | 0.4497 | 0.3834 | 0.4497 | 0.3555 | 0.1552 | 0.1073 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2076 | 0.5390 | 0.4000 | 0.5390 | 0.4468 | 0.3416 | 0.2967 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1118 | 0.5812 | 0.4414 | 0.5812 | 0.5005 | 0.3505 | 0.3280 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1013 | 0.5325 | 0.3739 | 0.5325 | 0.4384 | 0.3119 | 0.2843 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0985 | 0.5860 | 0.4446 | 0.5860 | 0.5045 | 0.3586 | 0.3358 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1190 | 0.5455 | 0.3984 | 0.5455 | 0.4519 | 0.3467 | 0.3060 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0791 | 0.6006 | 0.4535 | 0.6006 | 0.5168 | 0.3814 | 0.3584 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0773 | 0.5519 | 0.4021 | 0.5519 | 0.4574 | 0.3566 | 0.3158 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0476 | 0.5844 | 0.4412 | 0.5844 | 0.5028 | 0.3536 | 0.3323 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.1950 | 0.5000 | 0.3565 | 0.5000 | 0.4123 | 0.2623 | 0.2358 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0357 | 0.6023 | 0.4569 | 0.6023 | 0.5186 | 0.3863 | 0.3618 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0570 | 0.5584 | 0.4108 | 0.5584 | 0.4636 | 0.3707 | 0.3260 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0037 | 0.6071 | 0.4583 | 0.6071 | 0.5223 | 0.3924 | 0.3687 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0028 | 0.5714 | 0.4013 | 0.5714 | 0.4695 | 0.3793 | 0.3443 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9839 | 0.6282 | 0.4750 | 0.6282 | 0.5408 | 0.4290 | 0.4030 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 0.9952 | 0.5909 | 0.4200 | 0.5909 | 0.4875 | 0.4147 | 0.3745 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9203 | 0.6396 | 0.6958 | 0.6396 | 0.5663 | 0.4484 | 0.4247 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0066 | 0.5714 | 0.5277 | 0.5714 | 0.5356 | 0.3795 | 0.3715 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8721 | 0.6899 | 0.6735 | 0.6899 | 0.6516 | 0.5320 | 0.5196 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0342 | 0.5844 | 0.5397 | 0.5844 | 0.5447 | 0.3993 | 0.3887 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.7913 | 0.6834 | 0.6633 | 0.6834 | 0.6634 | 0.5264 | 0.5212 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9136 | 0.6039 | 0.5705 | 0.6039 | 0.5552 | 0.4348 | 0.4137 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8126 | 0.6786 | 0.6555 | 0.6786 | 0.6425 | 0.5210 | 0.5037 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9748 | 0.6039 | 0.6167 | 0.6039 | 0.5975 | 0.4406 | 0.4348 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7354 | 0.7175 | 0.6981 | 0.7175 | 0.6995 | 0.5787 | 0.5738 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.0350 | 0.6104 | 0.5899 | 0.6104 | 0.5882 | 0.4390 | 0.4331 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6659 | 0.7419 | 0.7311 | 0.7419 | 0.7326 | 0.6167 | 0.6144 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0076 | 0.6299 | 0.5965 | 0.6299 | 0.5994 | 0.4666 | 0.4589 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.5982 | 0.7744 | 0.7699 | 0.7744 | 0.7699 | 0.6668 | 0.6653 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9682 | 0.6688 | 0.6590 | 0.6688 | 0.6451 | 0.5302 | 0.5187 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.4830 | 0.8166 | 0.8143 | 0.8166 | 0.8134 | 0.7298 | 0.7285 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.4976 | 0.5974 | 0.5718 | 0.5974 | 0.5655 | 0.4232 | 0.4132 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.5809 | 0.7760 | 0.7855 | 0.7760 | 0.7771 | 0.6714 | 0.6702 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.82batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.0988 | 0.6169 | 0.5973 | 0.6169 | 0.5688 | 0.4500 | 0.4342 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.4907 | 0.8117 | 0.8077 | 0.8117 | 0.8031 | 0.7216 | 0.7183 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.1861 | 0.6234 | 0.6405 | 0.6234 | 0.6244 | 0.4765 | 0.4723 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.3901 | 0.8506 | 0.8592 | 0.8506 | 0.8535 | 0.7838 | 0.7831 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.4685 | 0.6104 | 0.5999 | 0.6104 | 0.5962 | 0.4445 | 0.4386 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.2729 | 0.8977 | 0.8970 | 0.8977 | 0.8968 | 0.8498 | 0.8494 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.7934 | 0.5844 | 0.5740 | 0.5844 | 0.5762 | 0.4128 | 0.4111 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.2695 | 0.8994 | 0.9013 | 0.8994 | 0.9000 | 0.8537 | 0.8533 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.9029 | 0.6039 | 0.5796 | 0.6039 | 0.5764 | 0.4419 | 0.4316 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.4050 | 0.8685 | 0.8707 | 0.8685 | 0.8693 | 0.8088 | 0.8086 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.7246 | 0.6104 | 0.5586 | 0.6104 | 0.5771 | 0.4414 | 0.4348 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3582 | 0.8685 | 0.8695 | 0.8685 | 0.8686 | 0.8075 | 0.8072 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.4829 | 0.6104 | 0.6283 | 0.6104 | 0.5953 | 0.4560 | 0.4369 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3148 | 0.8799 | 0.8795 | 0.8799 | 0.8790 | 0.8237 | 0.8232 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.8071 | 0.5455 | 0.5885 | 0.5455 | 0.5488 | 0.3738 | 0.3649 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2184 | 0.9205 | 0.9203 | 0.9205 | 0.9201 | 0.8835 | 0.8833 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 2.1780 | 0.6364 | 0.6069 | 0.6364 | 0.6136 | 0.4786 | 0.4741 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2056 | 0.9318 | 0.9321 | 0.9318 | 0.9320 | 0.9005 | 0.9005 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.9097 | 0.6234 | 0.6050 | 0.6234 | 0.5855 | 0.4568 | 0.4435 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.1683 | 0.9432 | 0.9439 | 0.9432 | 0.9423 | 0.9171 | 0.9162 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.0462 | 0.6364 | 0.6228 | 0.6364 | 0.6247 | 0.4803 | 0.4780 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1134 | 0.9578 | 0.9580 | 0.9578 | 0.9576 | 0.9383 | 0.9381 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.3871 | 0.6039 | 0.5900 | 0.6039 | 0.5853 | 0.4431 | 0.4349 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1562 | 0.9513 | 0.9513 | 0.9513 | 0.9513 | 0.9288 | 0.9288 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.9423 | 0.5909 | 0.5660 | 0.5909 | 0.5628 | 0.4100 | 0.4015 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1193 | 0.9497 | 0.9494 | 0.9497 | 0.9492 | 0.9263 | 0.9261 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.3026 | 0.6494 | 0.6182 | 0.6494 | 0.6256 | 0.4969 | 0.4919 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1425 | 0.9610 | 0.9611 | 0.9610 | 0.9605 | 0.9430 | 0.9427 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.8360 | 0.5455 | 0.5860 | 0.5455 | 0.5424 | 0.3807 | 0.3697 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1219 | 0.9627 | 0.9627 | 0.9627 | 0.9626 | 0.9454 | 0.9454 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.6048 | 0.5974 | 0.5686 | 0.5974 | 0.5742 | 0.4234 | 0.4179 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1105 | 0.9610 | 0.9611 | 0.9610 | 0.9609 | 0.9430 | 0.9429 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.6310 | 0.5974 | 0.5951 | 0.5974 | 0.5880 | 0.4326 | 0.4266 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1070 | 0.9610 | 0.9613 | 0.9610 | 0.9610 | 0.9432 | 0.9431 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.5967 | 0.6234 | 0.5985 | 0.6234 | 0.6027 | 0.4611 | 0.4559 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.0817 | 0.9724 | 0.9727 | 0.9724 | 0.9723 | 0.9597 | 0.9595 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.3818 | 0.6234 | 0.6334 | 0.6234 | 0.6277 | 0.4759 | 0.4754 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0695 | 0.9740 | 0.9747 | 0.9740 | 0.9742 | 0.9623 | 0.9622 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.7394 | 0.6364 | 0.6128 | 0.6364 | 0.6109 | 0.4818 | 0.4719 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1007 | 0.9627 | 0.9630 | 0.9627 | 0.9627 | 0.9454 | 0.9453 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.7301 | 0.5909 | 0.5803 | 0.5909 | 0.5802 | 0.4164 | 0.4142 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1027 | 0.9708 | 0.9707 | 0.9708 | 0.9707 | 0.9573 | 0.9573 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.5394 | 0.6234 | 0.5985 | 0.6234 | 0.6023 | 0.4639 | 0.4580 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0727 | 0.9756 | 0.9758 | 0.9756 | 0.9755 | 0.9645 | 0.9644 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.9301 | 0.6039 | 0.5934 | 0.6039 | 0.5977 | 0.4402 | 0.4397 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0797 | 0.9740 | 0.9740 | 0.9740 | 0.9739 | 0.9620 | 0.9620 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 3.0646 | 0.6104 | 0.5973 | 0.6104 | 0.6007 | 0.4464 | 0.4442 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0581 | 0.9821 | 0.9823 | 0.9821 | 0.9821 | 0.9740 | 0.9739 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.1509 | 0.6104 | 0.6045 | 0.6104 | 0.5988 | 0.4482 | 0.4441 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0801 | 0.9756 | 0.9758 | 0.9756 | 0.9757 | 0.9645 | 0.9645 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.9290 | 0.6104 | 0.5882 | 0.6104 | 0.5905 | 0.4429 | 0.4380 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1390 | 0.9529 | 0.9530 | 0.9529 | 0.9529 | 0.9311 | 0.9311 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.9360 | 0.6039 | 0.6140 | 0.6039 | 0.6024 | 0.4474 | 0.4437 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.1838 | 0.9481 | 0.9480 | 0.9481 | 0.9478 | 0.9239 | 0.9238 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.4385 | 0.5519 | 0.5908 | 0.5519 | 0.5627 | 0.3904 | 0.3845 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.2049 | 0.9318 | 0.9330 | 0.9318 | 0.9322 | 0.9008 | 0.9007 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 1.8744 | 0.5974 | 0.5715 | 0.5974 | 0.5798 | 0.4227 | 0.4200 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1188 | 0.9545 | 0.9550 | 0.9545 | 0.9542 | 0.9336 | 0.9331 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.2750 | 0.6234 | 0.6284 | 0.6234 | 0.6253 | 0.4712 | 0.4709 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0863 | 0.9773 | 0.9778 | 0.9773 | 0.9774 | 0.9670 | 0.9669 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.7271 | 0.6234 | 0.5996 | 0.6234 | 0.5959 | 0.4595 | 0.4525 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0392 | 0.9870 | 0.9874 | 0.9870 | 0.9870 | 0.9811 | 0.9810 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.9864 | 0.6169 | 0.5891 | 0.6169 | 0.5922 | 0.4525 | 0.4477 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9136036559939384 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.4941 | 0.3555 | 0.2752 | 0.3555 | 0.2670 | -0.0046 | -0.0035 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2355 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2871 | 0.4205 | 0.3192 | 0.4205 | 0.3569 | 0.0721 | 0.0654 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3011 | 0.4351 | 0.2924 | 0.4351 | 0.3224 | 0.1677 | 0.1269 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2350 | 0.4253 | 0.3754 | 0.4253 | 0.3028 | 0.1254 | 0.0657 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2085 | 0.5325 | 0.4103 | 0.5325 | 0.4451 | 0.3394 | 0.2874 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1039 | 0.5812 | 0.4439 | 0.5812 | 0.5009 | 0.3524 | 0.3284 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.0667 | 0.5714 | 0.4235 | 0.5714 | 0.4744 | 0.3967 | 0.3461 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0379 | 0.6136 | 0.4734 | 0.6136 | 0.5300 | 0.4114 | 0.3808 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0012 | 0.5714 | 0.3967 | 0.5714 | 0.4677 | 0.3758 | 0.3423 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0192 | 0.6055 | 0.4571 | 0.6055 | 0.5210 | 0.3897 | 0.3662 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0040 | 0.5974 | 0.4220 | 0.5974 | 0.4926 | 0.4230 | 0.3840 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 0.9427 | 0.6039 | 0.4571 | 0.6039 | 0.5203 | 0.3871 | 0.3641 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.2204 | 0.5390 | 0.4368 | 0.5390 | 0.4481 | 0.3751 | 0.2986 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9740 | 0.6299 | 0.6247 | 0.6299 | 0.5635 | 0.4364 | 0.4119 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 0.9816 | 0.6039 | 0.4274 | 0.6039 | 0.5004 | 0.4281 | 0.3961 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9040 | 0.6266 | 0.5937 | 0.6266 | 0.5699 | 0.4271 | 0.4112 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 0.9885 | 0.5325 | 0.4479 | 0.5325 | 0.4633 | 0.3198 | 0.3012 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.53batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.8478 | 0.6737 | 0.6552 | 0.6737 | 0.6372 | 0.5062 | 0.4936 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.3125 | 0.5130 | 0.4109 | 0.5130 | 0.4387 | 0.2943 | 0.2688 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.8803 | 0.6623 | 0.6376 | 0.6623 | 0.6289 | 0.4889 | 0.4792 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9196 | 0.6234 | 0.4994 | 0.6234 | 0.5293 | 0.4637 | 0.4282 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.7797 | 0.6997 | 0.6915 | 0.6997 | 0.6535 | 0.5486 | 0.5306 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9076 | 0.6234 | 0.5650 | 0.6234 | 0.5764 | 0.4578 | 0.4449 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.7225 | 0.7305 | 0.7209 | 0.7305 | 0.7075 | 0.5971 | 0.5888 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9089 | 0.6039 | 0.5255 | 0.6039 | 0.5615 | 0.4320 | 0.4255 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.6865 | 0.7451 | 0.7365 | 0.7451 | 0.7183 | 0.6232 | 0.6089 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9715 | 0.6104 | 0.5347 | 0.6104 | 0.5503 | 0.4360 | 0.4217 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.6904 | 0.7321 | 0.7176 | 0.7321 | 0.7199 | 0.6010 | 0.5980 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9564 | 0.6104 | 0.5595 | 0.6104 | 0.5754 | 0.4396 | 0.4337 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6528 | 0.7614 | 0.7550 | 0.7614 | 0.7461 | 0.6452 | 0.6394 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 0.9958 | 0.6299 | 0.6099 | 0.6299 | 0.5907 | 0.4716 | 0.4551 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.6230 | 0.7597 | 0.7551 | 0.7597 | 0.7461 | 0.6425 | 0.6368 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.25batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9749 | 0.6169 | 0.5895 | 0.6169 | 0.5912 | 0.4507 | 0.4428 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.5841 | 0.8003 | 0.8097 | 0.8003 | 0.7899 | 0.7072 | 0.6987 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 0.9985 | 0.5909 | 0.5835 | 0.5909 | 0.5853 | 0.4241 | 0.4230 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.4829 | 0.8003 | 0.7974 | 0.8003 | 0.7968 | 0.7063 | 0.7051 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.17batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.2835 | 0.6494 | 0.6059 | 0.6494 | 0.6077 | 0.4959 | 0.4856 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.4144 | 0.8409 | 0.8426 | 0.8409 | 0.8385 | 0.7666 | 0.7646 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.1824 | 0.6299 | 0.5810 | 0.6299 | 0.5650 | 0.4680 | 0.4503 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.4775 | 0.8247 | 0.8281 | 0.8247 | 0.8183 | 0.7430 | 0.7373 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.03batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.3063 | 0.5714 | 0.5426 | 0.5714 | 0.5373 | 0.3863 | 0.3726 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.4792 | 0.7987 | 0.7948 | 0.7987 | 0.7907 | 0.7015 | 0.6989 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.2125 | 0.6039 | 0.5847 | 0.6039 | 0.5740 | 0.4321 | 0.4208 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.3503 | 0.8766 | 0.8795 | 0.8766 | 0.8735 | 0.8194 | 0.8163 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.4725 | 0.5974 | 0.5772 | 0.5974 | 0.5804 | 0.4275 | 0.4244 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.2680 | 0.8977 | 0.8975 | 0.8977 | 0.8964 | 0.8500 | 0.8492 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.4667 | 0.6299 | 0.6038 | 0.6299 | 0.6090 | 0.4714 | 0.4659 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.2525 | 0.9107 | 0.9113 | 0.9107 | 0.9092 | 0.8692 | 0.8681 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.6308 | 0.5909 | 0.5703 | 0.5909 | 0.5753 | 0.4173 | 0.4149 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2389 | 0.9269 | 0.9292 | 0.9269 | 0.9264 | 0.8936 | 0.8924 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.4996 | 0.6299 | 0.5931 | 0.6299 | 0.5997 | 0.4673 | 0.4601 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2202 | 0.9140 | 0.9136 | 0.9140 | 0.9125 | 0.8738 | 0.8730 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.5696 | 0.6558 | 0.6468 | 0.6558 | 0.6482 | 0.5115 | 0.5099 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2199 | 0.9205 | 0.9219 | 0.9205 | 0.9199 | 0.8839 | 0.8829 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.6080 | 0.6494 | 0.6365 | 0.6494 | 0.6225 | 0.5010 | 0.4938 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.1986 | 0.9367 | 0.9381 | 0.9367 | 0.9357 | 0.9076 | 0.9066 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.8611 | 0.6039 | 0.5778 | 0.6039 | 0.5827 | 0.4349 | 0.4294 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1728 | 0.9383 | 0.9386 | 0.9383 | 0.9379 | 0.9098 | 0.9094 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.9591 | 0.5779 | 0.5836 | 0.5779 | 0.5659 | 0.4163 | 0.4083 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1842 | 0.9367 | 0.9371 | 0.9367 | 0.9363 | 0.9073 | 0.9069 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.9496 | 0.5779 | 0.5516 | 0.5779 | 0.5566 | 0.4005 | 0.3948 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1244 | 0.9578 | 0.9582 | 0.9578 | 0.9576 | 0.9384 | 0.9381 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.2473 | 0.6494 | 0.6399 | 0.6494 | 0.6383 | 0.5037 | 0.4996 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1066 | 0.9610 | 0.9613 | 0.9610 | 0.9607 | 0.9431 | 0.9429 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.86batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.4609 | 0.5779 | 0.5935 | 0.5779 | 0.5658 | 0.4161 | 0.4052 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1273 | 0.9562 | 0.9562 | 0.9562 | 0.9561 | 0.9359 | 0.9358 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.7679 | 0.6104 | 0.5914 | 0.6104 | 0.5896 | 0.4492 | 0.4413 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1496 | 0.9545 | 0.9545 | 0.9545 | 0.9545 | 0.9336 | 0.9336 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.0909 | 0.6494 | 0.6352 | 0.6494 | 0.6316 | 0.4991 | 0.4927 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.2363 | 0.9286 | 0.9293 | 0.9286 | 0.9286 | 0.8957 | 0.8954 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.3074 | 0.5779 | 0.5815 | 0.5779 | 0.5738 | 0.4010 | 0.3981 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1712 | 0.9302 | 0.9310 | 0.9302 | 0.9301 | 0.8982 | 0.8978 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.1508 | 0.6039 | 0.5225 | 0.6039 | 0.5455 | 0.4263 | 0.4127 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.1358 | 0.9562 | 0.9558 | 0.9562 | 0.9557 | 0.9358 | 0.9357 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.1502 | 0.6558 | 0.6346 | 0.6558 | 0.6426 | 0.5110 | 0.5091 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1705 | 0.9529 | 0.9532 | 0.9529 | 0.9528 | 0.9312 | 0.9310 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.3939 | 0.6364 | 0.6044 | 0.6364 | 0.6031 | 0.4786 | 0.4674 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1808 | 0.9334 | 0.9328 | 0.9334 | 0.9330 | 0.9025 | 0.9025 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.6308 | 0.5779 | 0.5753 | 0.5779 | 0.5516 | 0.3996 | 0.3897 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1412 | 0.9448 | 0.9448 | 0.9448 | 0.9441 | 0.9192 | 0.9188 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.3238 | 0.6039 | 0.6145 | 0.6039 | 0.6009 | 0.4504 | 0.4456 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1504 | 0.9513 | 0.9515 | 0.9513 | 0.9509 | 0.9288 | 0.9284 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.1746 | 0.6299 | 0.5893 | 0.6299 | 0.5935 | 0.4662 | 0.4568 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1571 | 0.9643 | 0.9644 | 0.9643 | 0.9642 | 0.9480 | 0.9479 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.0805 | 0.6558 | 0.6303 | 0.6558 | 0.6330 | 0.5066 | 0.5010 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.2010 | 0.9367 | 0.9366 | 0.9367 | 0.9355 | 0.9072 | 0.9066 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 1.8615 | 0.6299 | 0.6036 | 0.6299 | 0.5993 | 0.4700 | 0.4588 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0995 | 0.9610 | 0.9613 | 0.9610 | 0.9611 | 0.9431 | 0.9430 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 1.9140 | 0.6558 | 0.6376 | 0.6558 | 0.6266 | 0.5050 | 0.4950 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0534 | 0.9870 | 0.9870 | 0.9870 | 0.9870 | 0.9810 | 0.9810 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.5715 | 0.6234 | 0.6056 | 0.6234 | 0.6103 | 0.4633 | 0.4609 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0724 | 0.9724 | 0.9726 | 0.9724 | 0.9725 | 0.9598 | 0.9598 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.8186 | 0.6169 | 0.6037 | 0.6169 | 0.5938 | 0.4560 | 0.4445 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0397 | 0.9821 | 0.9822 | 0.9821 | 0.9821 | 0.9739 | 0.9739 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.6559 | 0.5714 | 0.5516 | 0.5714 | 0.5568 | 0.3918 | 0.3894 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0409 | 0.9854 | 0.9856 | 0.9854 | 0.9854 | 0.9787 | 0.9786 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.6667 | 0.6299 | 0.6170 | 0.6299 | 0.6147 | 0.4755 | 0.4695 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0476 | 0.9886 | 0.9888 | 0.9886 | 0.9887 | 0.9835 | 0.9834 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.6312 | 0.6558 | 0.6497 | 0.6558 | 0.6131 | 0.5056 | 0.4883 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9076192125678062 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3052 | 0.3880 | 0.3371 | 0.3880 | 0.3035 | 0.0601 | 0.0459 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.6275 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.78batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2925 | 0.3945 | 0.3055 | 0.3945 | 0.3302 | 0.0376 | 0.0326 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.3212 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2443 | 0.4026 | 0.3060 | 0.4026 | 0.3237 | 0.0411 | 0.0331 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2193 | 0.4610 | 0.3183 | 0.4610 | 0.3659 | 0.1981 | 0.1696 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1771 | 0.5649 | 0.4266 | 0.5649 | 0.4861 | 0.3203 | 0.3010 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1958 | 0.5649 | 0.4051 | 0.5649 | 0.4668 | 0.3738 | 0.3351 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.1125 | 0.5925 | 0.4472 | 0.5925 | 0.5097 | 0.3674 | 0.3451 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0646 | 0.5779 | 0.4188 | 0.5779 | 0.4790 | 0.3985 | 0.3552 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0342 | 0.6201 | 0.4681 | 0.6201 | 0.5335 | 0.4146 | 0.3896 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0333 | 0.6104 | 0.4458 | 0.6104 | 0.5083 | 0.4541 | 0.4048 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 0.9952 | 0.6282 | 0.4763 | 0.6282 | 0.5412 | 0.4299 | 0.4033 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.1541 | 0.5455 | 0.4914 | 0.5455 | 0.4627 | 0.4159 | 0.3094 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0407 | 0.6169 | 0.4665 | 0.6169 | 0.5310 | 0.4096 | 0.3848 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0145 | 0.5844 | 0.4057 | 0.5844 | 0.4789 | 0.3970 | 0.3627 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9867 | 0.6347 | 0.4791 | 0.6347 | 0.5460 | 0.4396 | 0.4130 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0075 | 0.5974 | 0.4218 | 0.5974 | 0.4928 | 0.4223 | 0.3839 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9249 | 0.6623 | 0.5011 | 0.6623 | 0.5702 | 0.4875 | 0.4578 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 0.9966 | 0.6039 | 0.4565 | 0.6039 | 0.5060 | 0.4556 | 0.3957 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.8934 | 0.6558 | 0.4976 | 0.6558 | 0.5650 | 0.4775 | 0.4476 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9962 | 0.6039 | 0.4222 | 0.6039 | 0.4964 | 0.4309 | 0.3934 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8645 | 0.6786 | 0.6227 | 0.6786 | 0.5868 | 0.5158 | 0.4844 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0504 | 0.5649 | 0.4478 | 0.5649 | 0.4782 | 0.3971 | 0.3407 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9332 | 0.6477 | 0.5751 | 0.6477 | 0.5769 | 0.4726 | 0.4403 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9053 | 0.6104 | 0.4367 | 0.6104 | 0.5058 | 0.4464 | 0.4053 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8726 | 0.6688 | 0.5707 | 0.6688 | 0.6018 | 0.4978 | 0.4766 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9727 | 0.5844 | 0.4708 | 0.5844 | 0.5129 | 0.3972 | 0.3768 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7947 | 0.7013 | 0.7359 | 0.7013 | 0.6490 | 0.5527 | 0.5376 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.0076 | 0.5844 | 0.4755 | 0.5844 | 0.5011 | 0.3952 | 0.3702 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.7089 | 0.7289 | 0.7009 | 0.7289 | 0.6744 | 0.5965 | 0.5767 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0007 | 0.6234 | 0.6325 | 0.6234 | 0.5910 | 0.4719 | 0.4442 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.6540 | 0.7614 | 0.7509 | 0.7614 | 0.7465 | 0.6446 | 0.6391 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0876 | 0.5584 | 0.5056 | 0.5584 | 0.5205 | 0.3678 | 0.3599 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6358 | 0.7646 | 0.7529 | 0.7646 | 0.7433 | 0.6497 | 0.6421 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0433 | 0.6234 | 0.5952 | 0.6234 | 0.5883 | 0.4573 | 0.4466 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.5532 | 0.8117 | 0.8061 | 0.8117 | 0.8057 | 0.7211 | 0.7194 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.0969 | 0.5909 | 0.5987 | 0.5909 | 0.5760 | 0.4218 | 0.4081 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.6045 | 0.7792 | 0.7679 | 0.7792 | 0.7685 | 0.6729 | 0.6699 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.0937 | 0.5584 | 0.5356 | 0.5584 | 0.5440 | 0.3742 | 0.3725 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.5462 | 0.8003 | 0.7916 | 0.8003 | 0.7933 | 0.7045 | 0.7029 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.1559 | 0.6104 | 0.5892 | 0.6104 | 0.5916 | 0.4447 | 0.4413 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.5002 | 0.8214 | 0.8172 | 0.8214 | 0.8122 | 0.7362 | 0.7323 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.3065 | 0.5974 | 0.5763 | 0.5974 | 0.5832 | 0.4256 | 0.4237 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.3996 | 0.8506 | 0.8456 | 0.8506 | 0.8444 | 0.7798 | 0.7778 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.6127 | 0.6039 | 0.5886 | 0.6039 | 0.5746 | 0.4274 | 0.4179 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.2993 | 0.8864 | 0.8849 | 0.8864 | 0.8835 | 0.8326 | 0.8315 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.8078 | 0.5649 | 0.5685 | 0.5649 | 0.5643 | 0.3889 | 0.3875 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.4075 | 0.8588 | 0.8568 | 0.8588 | 0.8571 | 0.7922 | 0.7918 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.7601 | 0.5909 | 0.5363 | 0.5909 | 0.5514 | 0.4090 | 0.4013 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3482 | 0.8896 | 0.8899 | 0.8896 | 0.8849 | 0.8381 | 0.8353 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.7045 | 0.5909 | 0.5564 | 0.5909 | 0.5678 | 0.4146 | 0.4111 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.3161 | 0.8831 | 0.8811 | 0.8831 | 0.8799 | 0.8281 | 0.8267 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.7569 | 0.5649 | 0.5521 | 0.5649 | 0.5467 | 0.3780 | 0.3739 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2596 | 0.9091 | 0.9093 | 0.9091 | 0.9079 | 0.8666 | 0.8658 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.8503 | 0.5584 | 0.5583 | 0.5584 | 0.5549 | 0.3763 | 0.3740 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.2428 | 0.9156 | 0.9170 | 0.9156 | 0.9150 | 0.8768 | 0.8757 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.0353 | 0.5519 | 0.5389 | 0.5519 | 0.5396 | 0.3581 | 0.3552 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.2479 | 0.9205 | 0.9194 | 0.9205 | 0.9198 | 0.8834 | 0.8833 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.4379 | 0.5519 | 0.5712 | 0.5519 | 0.5591 | 0.3798 | 0.3785 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1753 | 0.9383 | 0.9397 | 0.9383 | 0.9373 | 0.9098 | 0.9088 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.94batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.4440 | 0.5974 | 0.5926 | 0.5974 | 0.5948 | 0.4316 | 0.4314 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1526 | 0.9481 | 0.9480 | 0.9481 | 0.9480 | 0.9240 | 0.9240 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.3928 | 0.5455 | 0.5262 | 0.5455 | 0.5333 | 0.3529 | 0.3513 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1089 | 0.9643 | 0.9645 | 0.9643 | 0.9640 | 0.9478 | 0.9476 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 3.2252 | 0.5714 | 0.5318 | 0.5714 | 0.5405 | 0.3865 | 0.3787 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1714 | 0.9448 | 0.9442 | 0.9448 | 0.9443 | 0.9192 | 0.9190 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 3.0605 | 0.5260 | 0.5154 | 0.5260 | 0.5175 | 0.3275 | 0.3253 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1502 | 0.9529 | 0.9531 | 0.9529 | 0.9527 | 0.9311 | 0.9310 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.7295 | 0.5519 | 0.5196 | 0.5519 | 0.5313 | 0.3567 | 0.3543 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.2027 | 0.9237 | 0.9242 | 0.9237 | 0.9236 | 0.8882 | 0.8880 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.0791 | 0.5779 | 0.5406 | 0.5779 | 0.5522 | 0.3925 | 0.3884 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.54batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1410 | 0.9497 | 0.9502 | 0.9497 | 0.9488 | 0.9265 | 0.9259 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.2065 | 0.5325 | 0.5234 | 0.5325 | 0.5262 | 0.3358 | 0.3351 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.1032 | 0.9724 | 0.9722 | 0.9724 | 0.9722 | 0.9596 | 0.9596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.22batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.8146 | 0.5844 | 0.5668 | 0.5844 | 0.5722 | 0.4103 | 0.4083 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0907 | 0.9773 | 0.9774 | 0.9773 | 0.9773 | 0.9668 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 3.2226 | 0.5584 | 0.5058 | 0.5584 | 0.5261 | 0.3644 | 0.3594 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1121 | 0.9562 | 0.9558 | 0.9562 | 0.9559 | 0.9358 | 0.9358 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 3.1854 | 0.5519 | 0.5287 | 0.5519 | 0.5357 | 0.3587 | 0.3562 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1127 | 0.9643 | 0.9645 | 0.9643 | 0.9641 | 0.9478 | 0.9477 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.0569 | 0.5779 | 0.5835 | 0.5779 | 0.5778 | 0.4139 | 0.4122 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1505 | 0.9399 | 0.9407 | 0.9399 | 0.9397 | 0.9123 | 0.9121 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.3942 | 0.5974 | 0.5499 | 0.5974 | 0.5659 | 0.4206 | 0.4138 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1275 | 0.9594 | 0.9595 | 0.9594 | 0.9592 | 0.9407 | 0.9405 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.5671 | 0.5519 | 0.5370 | 0.5519 | 0.5434 | 0.3633 | 0.3627 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1284 | 0.9659 | 0.9662 | 0.9659 | 0.9659 | 0.9501 | 0.9500 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.0236 | 0.5844 | 0.5615 | 0.5844 | 0.5703 | 0.4068 | 0.4053 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1010 | 0.9643 | 0.9645 | 0.9643 | 0.9643 | 0.9478 | 0.9478 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.1726 | 0.5519 | 0.5431 | 0.5519 | 0.5428 | 0.3619 | 0.3597 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0752 | 0.9773 | 0.9772 | 0.9773 | 0.9772 | 0.9668 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.4701 | 0.5649 | 0.5539 | 0.5649 | 0.5459 | 0.3804 | 0.3763 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0939 | 0.9740 | 0.9739 | 0.9740 | 0.9739 | 0.9620 | 0.9619 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.2420 | 0.5714 | 0.5788 | 0.5714 | 0.5732 | 0.3998 | 0.3987 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1241 | 0.9675 | 0.9675 | 0.9675 | 0.9675 | 0.9525 | 0.9525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.74batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.8184 | 0.5519 | 0.5492 | 0.5519 | 0.5489 | 0.3695 | 0.3686 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0966 | 0.9789 | 0.9791 | 0.9789 | 0.9789 | 0.9693 | 0.9692 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.5856 | 0.5519 | 0.5170 | 0.5519 | 0.5298 | 0.3602 | 0.3571 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0929 | 0.9756 | 0.9757 | 0.9756 | 0.9755 | 0.9644 | 0.9643 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.9002 | 0.5909 | 0.5839 | 0.5909 | 0.5818 | 0.4225 | 0.4193 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9053466022014618 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3459 | 0.3766 | 0.3414 | 0.3766 | 0.2708 | 0.0185 | 0.0113 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.4371 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 2 | Train | 1.2499 | 0.3750 | 0.2800 | 0.3750 | 0.3110 | -0.0105 | -0.0092 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2344 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1582 | 0.5179 | 0.3979 | 0.5179 | 0.4415 | 0.2465 | 0.2223 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1014 | 0.5455 | 0.3842 | 0.5455 | 0.4485 | 0.3362 | 0.3047 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.0924 | 0.5844 | 0.4413 | 0.5844 | 0.5028 | 0.3538 | 0.3324 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.0842 | 0.5455 | 0.3883 | 0.5455 | 0.4494 | 0.3396 | 0.3052 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0610 | 0.5925 | 0.4475 | 0.5925 | 0.5098 | 0.3678 | 0.3456 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1402 | 0.5455 | 0.4095 | 0.5455 | 0.4517 | 0.3585 | 0.3070 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0525 | 0.6055 | 0.4614 | 0.6055 | 0.5213 | 0.3942 | 0.3674 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0447 | 0.5519 | 0.4021 | 0.5519 | 0.4574 | 0.3566 | 0.3158 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0579 | 0.6006 | 0.4560 | 0.6006 | 0.5171 | 0.3839 | 0.3593 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0224 | 0.5974 | 0.4165 | 0.5974 | 0.4888 | 0.4217 | 0.3816 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9933 | 0.6136 | 0.5321 | 0.6136 | 0.5332 | 0.4037 | 0.3804 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0607 | 0.5714 | 0.4920 | 0.5714 | 0.4894 | 0.3918 | 0.3509 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9635 | 0.6315 | 0.5455 | 0.6315 | 0.5740 | 0.4356 | 0.4205 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 0.9971 | 0.5974 | 0.4664 | 0.5974 | 0.5140 | 0.4168 | 0.3927 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9077 | 0.6753 | 0.6405 | 0.6753 | 0.6220 | 0.5070 | 0.4903 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0081 | 0.6169 | 0.5195 | 0.6169 | 0.5397 | 0.4493 | 0.4213 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.8688 | 0.6510 | 0.5558 | 0.6510 | 0.5932 | 0.4682 | 0.4539 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0011 | 0.6169 | 0.4818 | 0.6169 | 0.5284 | 0.4479 | 0.4205 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8285 | 0.6672 | 0.6456 | 0.6672 | 0.6156 | 0.4938 | 0.4770 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9987 | 0.6429 | 0.6460 | 0.6429 | 0.5899 | 0.4954 | 0.4665 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.7771 | 0.6964 | 0.6890 | 0.6964 | 0.6817 | 0.5461 | 0.5426 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0715 | 0.5909 | 0.5444 | 0.5909 | 0.5191 | 0.4063 | 0.3850 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8890 | 0.6786 | 0.6772 | 0.6786 | 0.6285 | 0.5140 | 0.4976 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.1017 | 0.6104 | 0.5401 | 0.6104 | 0.5466 | 0.4386 | 0.4183 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.6814 | 0.7468 | 0.7318 | 0.7468 | 0.7302 | 0.6232 | 0.6185 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.2771 | 0.6039 | 0.5934 | 0.6039 | 0.5546 | 0.4406 | 0.4100 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.7213 | 0.7208 | 0.7053 | 0.7208 | 0.6957 | 0.5812 | 0.5724 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0061 | 0.6169 | 0.5788 | 0.6169 | 0.5808 | 0.4503 | 0.4397 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.6091 | 0.7808 | 0.7759 | 0.7808 | 0.7721 | 0.6750 | 0.6710 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.4036 | 0.5584 | 0.5462 | 0.5584 | 0.5397 | 0.3718 | 0.3632 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6326 | 0.7614 | 0.7549 | 0.7614 | 0.7560 | 0.6483 | 0.6472 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0753 | 0.5974 | 0.5666 | 0.5974 | 0.5683 | 0.4219 | 0.4135 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.5744 | 0.7906 | 0.7851 | 0.7906 | 0.7852 | 0.6923 | 0.6902 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.3275 | 0.5974 | 0.5744 | 0.5974 | 0.5805 | 0.4236 | 0.4205 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.5682 | 0.7727 | 0.7691 | 0.7727 | 0.7683 | 0.6636 | 0.6622 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.2298 | 0.5714 | 0.5659 | 0.5714 | 0.5636 | 0.3949 | 0.3914 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.5212 | 0.7955 | 0.7933 | 0.7955 | 0.7918 | 0.6978 | 0.6966 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.21batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.4176 | 0.5519 | 0.6003 | 0.5519 | 0.5454 | 0.3778 | 0.3567 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.3937 | 0.8636 | 0.8628 | 0.8636 | 0.8626 | 0.7996 | 0.7991 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.3196 | 0.6104 | 0.6428 | 0.6104 | 0.6213 | 0.4613 | 0.4584 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.2954 | 0.8912 | 0.8898 | 0.8912 | 0.8893 | 0.8402 | 0.8395 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.5823 | 0.6494 | 0.6397 | 0.6494 | 0.6433 | 0.5035 | 0.5029 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.2368 | 0.8994 | 0.8994 | 0.8994 | 0.8990 | 0.8523 | 0.8521 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.8288 | 0.6558 | 0.6469 | 0.6558 | 0.6489 | 0.5142 | 0.5125 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3024 | 0.9156 | 0.9148 | 0.9156 | 0.9150 | 0.8762 | 0.8761 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.9544 | 0.6299 | 0.6268 | 0.6299 | 0.6247 | 0.4805 | 0.4786 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.3531 | 0.8701 | 0.8678 | 0.8701 | 0.8684 | 0.8092 | 0.8088 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.5656 | 0.5909 | 0.6064 | 0.5909 | 0.5935 | 0.4275 | 0.4244 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2975 | 0.8912 | 0.8913 | 0.8912 | 0.8910 | 0.8409 | 0.8408 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.5148 | 0.6234 | 0.6242 | 0.6234 | 0.6224 | 0.4696 | 0.4686 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2230 | 0.9188 | 0.9196 | 0.9188 | 0.9185 | 0.8810 | 0.8806 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.9507 | 0.6688 | 0.6496 | 0.6688 | 0.6535 | 0.5275 | 0.5245 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.2187 | 0.9237 | 0.9232 | 0.9237 | 0.9231 | 0.8881 | 0.8879 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.0346 | 0.6039 | 0.5884 | 0.6039 | 0.5933 | 0.4371 | 0.4351 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.2111 | 0.9269 | 0.9268 | 0.9269 | 0.9266 | 0.8929 | 0.8927 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.7426 | 0.6104 | 0.6196 | 0.6104 | 0.6105 | 0.4534 | 0.4507 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.2230 | 0.9334 | 0.9342 | 0.9334 | 0.9329 | 0.9023 | 0.9019 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.0910 | 0.6169 | 0.6152 | 0.6169 | 0.6147 | 0.4593 | 0.4584 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.2037 | 0.9318 | 0.9321 | 0.9318 | 0.9318 | 0.9005 | 0.9004 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.0437 | 0.6104 | 0.5893 | 0.6104 | 0.5897 | 0.4394 | 0.4345 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1528 | 0.9464 | 0.9464 | 0.9464 | 0.9463 | 0.9215 | 0.9215 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.66batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.0565 | 0.6104 | 0.6007 | 0.6104 | 0.5999 | 0.4474 | 0.4442 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.0990 | 0.9659 | 0.9661 | 0.9659 | 0.9658 | 0.9502 | 0.9500 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.3088 | 0.6234 | 0.6279 | 0.6234 | 0.6139 | 0.4721 | 0.4664 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.0995 | 0.9724 | 0.9731 | 0.9724 | 0.9724 | 0.9597 | 0.9595 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.4678 | 0.6688 | 0.6700 | 0.6688 | 0.6650 | 0.5354 | 0.5324 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.0644 | 0.9692 | 0.9696 | 0.9692 | 0.9692 | 0.9551 | 0.9550 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 3.5167 | 0.6234 | 0.6059 | 0.6234 | 0.6107 | 0.4630 | 0.4606 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.0846 | 0.9627 | 0.9627 | 0.9627 | 0.9625 | 0.9454 | 0.9452 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.5640 | 0.6753 | 0.6933 | 0.6753 | 0.6816 | 0.5506 | 0.5487 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.1106 | 0.9643 | 0.9644 | 0.9643 | 0.9643 | 0.9478 | 0.9478 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.4346 | 0.6429 | 0.6417 | 0.6429 | 0.6357 | 0.4961 | 0.4928 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.0845 | 0.9692 | 0.9691 | 0.9692 | 0.9691 | 0.9549 | 0.9549 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.8289 | 0.6299 | 0.6471 | 0.6299 | 0.6331 | 0.4895 | 0.4864 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.29batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0950 | 0.9659 | 0.9659 | 0.9659 | 0.9658 | 0.9502 | 0.9502 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.9709 | 0.6494 | 0.6321 | 0.6494 | 0.6336 | 0.4978 | 0.4940 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1022 | 0.9643 | 0.9645 | 0.9643 | 0.9641 | 0.9478 | 0.9476 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.6474 | 0.6039 | 0.5854 | 0.6039 | 0.5909 | 0.4381 | 0.4361 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1989 | 0.9497 | 0.9497 | 0.9497 | 0.9495 | 0.9263 | 0.9262 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 3.2902 | 0.5390 | 0.5886 | 0.5390 | 0.5489 | 0.3617 | 0.3545 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.2582 | 0.9107 | 0.9110 | 0.9107 | 0.9106 | 0.8694 | 0.8692 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.85batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.1150 | 0.6039 | 0.6306 | 0.6039 | 0.5967 | 0.4475 | 0.4327 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 2.50batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1829 | 0.9432 | 0.9435 | 0.9432 | 0.9429 | 0.9171 | 0.9167 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:01<00:00, 14.81batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 1.9758 | 0.6623 | 0.6650 | 0.6623 | 0.6614 | 0.5251 | 0.5242 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:05<00:00, 1.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0884 | 0.9643 | 0.9645 | 0.9643 | 0.9641 | 0.9477 | 0.9476 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.6984 | 0.6558 | 0.6341 | 0.6558 | 0.6400 | 0.5087 | 0.5060 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0536 | 0.9821 | 0.9821 | 0.9821 | 0.9821 | 0.9739 | 0.9739 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.2756 | 0.6429 | 0.6389 | 0.6429 | 0.6393 | 0.4981 | 0.4971 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0528 | 0.9821 | 0.9822 | 0.9821 | 0.9821 | 0.9739 | 0.9739 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.3408 | 0.6364 | 0.6267 | 0.6364 | 0.6306 | 0.4861 | 0.4856 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0546 | 0.9789 | 0.9790 | 0.9789 | 0.9788 | 0.9692 | 0.9691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.7432 | 0.6429 | 0.6363 | 0.6429 | 0.6387 | 0.4946 | 0.4940 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0822 | 0.9821 | 0.9822 | 0.9821 | 0.9821 | 0.9740 | 0.9739 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.4873 | 0.6558 | 0.6505 | 0.6558 | 0.6456 | 0.5120 | 0.5084 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0912 | 0.9854 | 0.9856 | 0.9854 | 0.9854 | 0.9787 | 0.9786 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.4067 | 0.6429 | 0.6247 | 0.6429 | 0.6305 | 0.4927 | 0.4907 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9971387103199959 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.3901 | 0.3539 | 0.2909 | 0.3539 | 0.2745 | -0.0080 | -0.0061 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3249 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.2086 | 0.4854 | 0.3830 | 0.4854 | 0.4142 | 0.2009 | 0.1773 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2689 | 0.4805 | 0.3658 | 0.4805 | 0.3891 | 0.2588 | 0.2093 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1282 | 0.5698 | 0.4310 | 0.5698 | 0.4903 | 0.3288 | 0.3081 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1090 | 0.5649 | 0.3938 | 0.5649 | 0.4636 | 0.3655 | 0.3337 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.0658 | 0.5795 | 0.4409 | 0.5795 | 0.4986 | 0.3473 | 0.3231 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.0477 | 0.5779 | 0.4036 | 0.5779 | 0.4745 | 0.3878 | 0.3537 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0293 | 0.6039 | 0.4563 | 0.6039 | 0.5193 | 0.3872 | 0.3630 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.32batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0911 | 0.5519 | 0.4035 | 0.5519 | 0.4536 | 0.3644 | 0.3165 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0052 | 0.6218 | 0.4736 | 0.6218 | 0.5354 | 0.4217 | 0.3934 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0180 | 0.5974 | 0.4222 | 0.5974 | 0.4922 | 0.4239 | 0.3842 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 0.9492 | 0.6445 | 0.4865 | 0.6445 | 0.5543 | 0.4564 | 0.4285 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 0.9654 | 0.6039 | 0.4205 | 0.6039 | 0.4957 | 0.4299 | 0.3930 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9165 | 0.6542 | 0.4963 | 0.6542 | 0.5635 | 0.4748 | 0.4451 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 0.9811 | 0.6234 | 0.4423 | 0.6234 | 0.5138 | 0.4697 | 0.4241 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9392 | 0.6396 | 0.4857 | 0.6396 | 0.5517 | 0.4487 | 0.4221 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0120 | 0.6039 | 0.5730 | 0.6039 | 0.5035 | 0.4292 | 0.3935 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.8973 | 0.6558 | 0.5684 | 0.6558 | 0.5774 | 0.4767 | 0.4499 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0024 | 0.6234 | 0.5526 | 0.6234 | 0.5418 | 0.4795 | 0.4306 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.8523 | 0.6721 | 0.7048 | 0.6721 | 0.6014 | 0.5051 | 0.4806 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0165 | 0.5844 | 0.6410 | 0.5844 | 0.5429 | 0.4046 | 0.3947 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8230 | 0.6705 | 0.6776 | 0.6705 | 0.6181 | 0.5017 | 0.4854 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9416 | 0.6364 | 0.6079 | 0.6364 | 0.5486 | 0.4865 | 0.4492 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.7903 | 0.6786 | 0.6424 | 0.6786 | 0.6341 | 0.5174 | 0.5060 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9869 | 0.5909 | 0.5581 | 0.5909 | 0.5667 | 0.4141 | 0.4083 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.7118 | 0.7338 | 0.7263 | 0.7338 | 0.7078 | 0.6023 | 0.5912 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.8983 | 0.6429 | 0.6305 | 0.6429 | 0.6013 | 0.5015 | 0.4720 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.6662 | 0.7386 | 0.7301 | 0.7386 | 0.7234 | 0.6108 | 0.6045 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9463 | 0.6299 | 0.6372 | 0.6299 | 0.6067 | 0.4764 | 0.4615 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6349 | 0.7581 | 0.7454 | 0.7581 | 0.7442 | 0.6397 | 0.6357 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 0.9347 | 0.6104 | 0.6375 | 0.6104 | 0.6145 | 0.4572 | 0.4512 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.5493 | 0.7792 | 0.7723 | 0.7792 | 0.7692 | 0.6732 | 0.6689 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0383 | 0.6299 | 0.6092 | 0.6299 | 0.6153 | 0.4747 | 0.4718 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.5288 | 0.8068 | 0.8040 | 0.8068 | 0.8036 | 0.7147 | 0.7137 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.1244 | 0.6364 | 0.6272 | 0.6364 | 0.6192 | 0.4801 | 0.4721 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.4430 | 0.8247 | 0.8243 | 0.8247 | 0.8190 | 0.7421 | 0.7386 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.3782 | 0.6104 | 0.6006 | 0.6104 | 0.6036 | 0.4524 | 0.4513 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.4209 | 0.8247 | 0.8260 | 0.8247 | 0.8245 | 0.7430 | 0.7427 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.4285 | 0.6429 | 0.6598 | 0.6429 | 0.6336 | 0.5022 | 0.4920 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.5143 | 0.8133 | 0.8126 | 0.8133 | 0.8082 | 0.7258 | 0.7221 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.2789 | 0.6169 | 0.6106 | 0.6169 | 0.6042 | 0.4561 | 0.4521 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.3985 | 0.8344 | 0.8315 | 0.8344 | 0.8318 | 0.7561 | 0.7554 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.4734 | 0.5909 | 0.5714 | 0.5909 | 0.5730 | 0.4180 | 0.4127 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.3249 | 0.8685 | 0.8678 | 0.8685 | 0.8671 | 0.8067 | 0.8060 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.5643 | 0.6364 | 0.6401 | 0.6364 | 0.6066 | 0.4783 | 0.4661 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.2387 | 0.9205 | 0.9216 | 0.9205 | 0.9192 | 0.8836 | 0.8824 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 2.1104 | 0.6364 | 0.6350 | 0.6364 | 0.6352 | 0.4874 | 0.4872 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.2671 | 0.9026 | 0.9044 | 0.9026 | 0.9033 | 0.8581 | 0.8580 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.8143 | 0.6688 | 0.6581 | 0.6688 | 0.6556 | 0.5304 | 0.5246 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2310 | 0.9269 | 0.9268 | 0.9269 | 0.9248 | 0.8932 | 0.8920 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.7899 | 0.5779 | 0.5601 | 0.5779 | 0.5647 | 0.3960 | 0.3937 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.1799 | 0.9399 | 0.9409 | 0.9399 | 0.9391 | 0.9120 | 0.9113 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 2.0853 | 0.6364 | 0.6503 | 0.6364 | 0.6376 | 0.4971 | 0.4941 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.1275 | 0.9464 | 0.9471 | 0.9464 | 0.9466 | 0.9220 | 0.9219 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 2.3716 | 0.6429 | 0.6283 | 0.6429 | 0.6229 | 0.4867 | 0.4806 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.1196 | 0.9562 | 0.9565 | 0.9562 | 0.9560 | 0.9359 | 0.9357 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.1661 | 0.6364 | 0.6228 | 0.6364 | 0.6234 | 0.4798 | 0.4764 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1265 | 0.9481 | 0.9485 | 0.9481 | 0.9476 | 0.9243 | 0.9238 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.6449 | 0.6169 | 0.6397 | 0.6169 | 0.6210 | 0.4760 | 0.4717 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1829 | 0.9367 | 0.9362 | 0.9367 | 0.9363 | 0.9074 | 0.9074 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.8092 | 0.6623 | 0.6423 | 0.6623 | 0.6479 | 0.5179 | 0.5153 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1090 | 0.9610 | 0.9623 | 0.9610 | 0.9614 | 0.9435 | 0.9433 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.6375 | 0.6364 | 0.6292 | 0.6364 | 0.6074 | 0.4762 | 0.4648 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1661 | 0.9448 | 0.9450 | 0.9448 | 0.9448 | 0.9195 | 0.9194 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.5243 | 0.5844 | 0.5802 | 0.5844 | 0.5804 | 0.4167 | 0.4155 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1424 | 0.9578 | 0.9582 | 0.9578 | 0.9579 | 0.9385 | 0.9384 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.4227 | 0.6299 | 0.6073 | 0.6299 | 0.5969 | 0.4672 | 0.4584 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1507 | 0.9545 | 0.9550 | 0.9545 | 0.9544 | 0.9336 | 0.9334 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.1945 | 0.6299 | 0.6179 | 0.6299 | 0.6103 | 0.4696 | 0.4645 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1227 | 0.9692 | 0.9696 | 0.9692 | 0.9691 | 0.9550 | 0.9548 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.0456 | 0.6299 | 0.6187 | 0.6299 | 0.6185 | 0.4729 | 0.4694 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.36batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.1157 | 0.9708 | 0.9716 | 0.9708 | 0.9709 | 0.9575 | 0.9573 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.0674 | 0.6104 | 0.5868 | 0.6104 | 0.5905 | 0.4406 | 0.4361 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0696 | 0.9789 | 0.9790 | 0.9789 | 0.9789 | 0.9692 | 0.9692 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.4674 | 0.6429 | 0.6457 | 0.6429 | 0.6429 | 0.5024 | 0.5015 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.52batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1470 | 0.9675 | 0.9675 | 0.9675 | 0.9674 | 0.9525 | 0.9525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.35batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.5165 | 0.6623 | 0.6521 | 0.6623 | 0.6483 | 0.5196 | 0.5155 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1867 | 0.9351 | 0.9368 | 0.9351 | 0.9356 | 0.9059 | 0.9057 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.9576 | 0.6429 | 0.6281 | 0.6429 | 0.6310 | 0.4933 | 0.4912 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1072 | 0.9659 | 0.9665 | 0.9659 | 0.9661 | 0.9504 | 0.9503 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.1328 | 0.6299 | 0.6030 | 0.6299 | 0.6106 | 0.4710 | 0.4671 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1660 | 0.9399 | 0.9401 | 0.9399 | 0.9398 | 0.9120 | 0.9118 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 1.8251 | 0.6429 | 0.6356 | 0.6429 | 0.6371 | 0.4937 | 0.4928 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0669 | 0.9805 | 0.9811 | 0.9805 | 0.9806 | 0.9718 | 0.9716 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.4054 | 0.6558 | 0.6220 | 0.6558 | 0.6300 | 0.5089 | 0.5037 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0658 | 0.9838 | 0.9838 | 0.9838 | 0.9837 | 0.9763 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.02batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.1451 | 0.6299 | 0.5922 | 0.6299 | 0.6026 | 0.4690 | 0.4632 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.1202 | 0.9724 | 0.9722 | 0.9724 | 0.9722 | 0.9597 | 0.9596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.04batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.0625 | 0.6234 | 0.6243 | 0.6234 | 0.6185 | 0.4715 | 0.4680 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.1091 | 0.9643 | 0.9648 | 0.9643 | 0.9645 | 0.9480 | 0.9479 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.2492 | 0.6818 | 0.6694 | 0.6818 | 0.6731 | 0.5478 | 0.5463 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0689 | 0.9773 | 0.9772 | 0.9773 | 0.9772 | 0.9668 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.6155 | 0.6688 | 0.6588 | 0.6688 | 0.6559 | 0.5265 | 0.5223 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0670 | 0.9708 | 0.9712 | 0.9708 | 0.9708 | 0.9574 | 0.9572 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.2461 | 0.6883 | 0.6775 | 0.6883 | 0.6750 | 0.5552 | 0.5515 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0452 | 0.9821 | 0.9822 | 0.9821 | 0.9821 | 0.9739 | 0.9739 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.4830 | 0.6623 | 0.6492 | 0.6623 | 0.6517 | 0.5201 | 0.5174 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0409 | 0.9886 | 0.9889 | 0.9886 | 0.9887 | 0.9835 | 0.9834 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.5151 | 0.6234 | 0.6054 | 0.6234 | 0.6076 | 0.4609 | 0.4569 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.8983231663703919 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3043 | 0.3815 | 0.2915 | 0.3815 | 0.3148 | 0.0143 | 0.0122 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.33batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3171 | 0.3571 | 0.1276 | 0.3571 | 0.1880 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.1606 | 0.5195 | 0.3955 | 0.5195 | 0.4431 | 0.2470 | 0.2253 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.0974 | 0.5390 | 0.3841 | 0.5390 | 0.4430 | 0.3306 | 0.2956 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.0725 | 0.5958 | 0.4497 | 0.5958 | 0.5126 | 0.3730 | 0.3505 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.0868 | 0.5584 | 0.3992 | 0.5584 | 0.4599 | 0.3639 | 0.3253 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.0698 | 0.6039 | 0.4563 | 0.6039 | 0.5197 | 0.3873 | 0.3638 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.0704 | 0.5779 | 0.4045 | 0.5779 | 0.4721 | 0.3915 | 0.3512 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0249 | 0.6153 | 0.4662 | 0.6153 | 0.5288 | 0.4083 | 0.3808 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0388 | 0.5974 | 0.4149 | 0.5974 | 0.4897 | 0.4188 | 0.3826 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 0.9983 | 0.6201 | 0.4702 | 0.6201 | 0.5343 | 0.4159 | 0.3902 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0449 | 0.5779 | 0.4038 | 0.5779 | 0.4727 | 0.3899 | 0.3515 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 0.9610 | 0.6347 | 0.4803 | 0.6347 | 0.5466 | 0.4402 | 0.4135 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 0.9932 | 0.6039 | 0.4224 | 0.6039 | 0.4964 | 0.4314 | 0.3935 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9606 | 0.6380 | 0.4869 | 0.6380 | 0.5502 | 0.4492 | 0.4194 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 0.9948 | 0.5844 | 0.4182 | 0.5844 | 0.4823 | 0.4070 | 0.3649 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9736 | 0.6429 | 0.6268 | 0.6429 | 0.5567 | 0.4578 | 0.4276 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.16batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.3601 | 0.4805 | 0.3534 | 0.4805 | 0.3794 | 0.2512 | 0.1978 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9638 | 0.6364 | 0.4831 | 0.6364 | 0.5473 | 0.4450 | 0.4147 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0447 | 0.5779 | 0.4075 | 0.5779 | 0.4764 | 0.3895 | 0.3541 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9102 | 0.6429 | 0.4850 | 0.6429 | 0.5528 | 0.4535 | 0.4259 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.75batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0318 | 0.5714 | 0.3962 | 0.5714 | 0.4679 | 0.3752 | 0.3428 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.8508 | 0.6705 | 0.5563 | 0.6705 | 0.5868 | 0.4996 | 0.4739 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9965 | 0.5844 | 0.4634 | 0.5844 | 0.4933 | 0.3965 | 0.3684 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.7803 | 0.6948 | 0.6401 | 0.6948 | 0.6376 | 0.5405 | 0.5220 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.3545 | 0.6169 | 0.7874 | 0.6169 | 0.5515 | 0.4952 | 0.4209 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.9054 | 0.6656 | 0.6468 | 0.6656 | 0.6411 | 0.4982 | 0.4897 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0284 | 0.5844 | 0.5221 | 0.5844 | 0.5351 | 0.4006 | 0.3875 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7926 | 0.6964 | 0.6655 | 0.6964 | 0.6533 | 0.5437 | 0.5293 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9337 | 0.6429 | 0.6166 | 0.6429 | 0.6162 | 0.4866 | 0.4791 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.7172 | 0.7192 | 0.7015 | 0.7192 | 0.7000 | 0.5791 | 0.5735 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.2993 | 0.5455 | 0.5282 | 0.5455 | 0.5203 | 0.3766 | 0.3596 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.7581 | 0.7094 | 0.6922 | 0.7094 | 0.6973 | 0.5670 | 0.5649 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9999 | 0.6364 | 0.6114 | 0.6364 | 0.6041 | 0.4761 | 0.4656 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6676 | 0.7500 | 0.7358 | 0.7500 | 0.7355 | 0.6281 | 0.6234 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0579 | 0.6429 | 0.6478 | 0.6429 | 0.6415 | 0.4963 | 0.4944 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.6566 | 0.7695 | 0.7606 | 0.7695 | 0.7608 | 0.6584 | 0.6557 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 0.9283 | 0.6494 | 0.6232 | 0.6494 | 0.6285 | 0.4984 | 0.4933 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.5403 | 0.8036 | 0.8027 | 0.8036 | 0.7942 | 0.7089 | 0.7042 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 0.9900 | 0.6558 | 0.6627 | 0.6558 | 0.6472 | 0.5153 | 0.5064 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.4539 | 0.8198 | 0.8206 | 0.8198 | 0.8197 | 0.7362 | 0.7360 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.1714 | 0.6558 | 0.6229 | 0.6558 | 0.6322 | 0.5079 | 0.5027 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.3803 | 0.8571 | 0.8540 | 0.8571 | 0.8533 | 0.7898 | 0.7885 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.6315 | 0.5909 | 0.5795 | 0.5909 | 0.5743 | 0.4158 | 0.4120 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.3518 | 0.8620 | 0.8621 | 0.8620 | 0.8592 | 0.7970 | 0.7956 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.3889 | 0.6753 | 0.6601 | 0.6753 | 0.6629 | 0.5365 | 0.5338 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.3359 | 0.8701 | 0.8699 | 0.8701 | 0.8686 | 0.8089 | 0.8082 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.6124 | 0.6623 | 0.6595 | 0.6623 | 0.6529 | 0.5267 | 0.5213 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3527 | 0.8750 | 0.8748 | 0.8750 | 0.8738 | 0.8167 | 0.8158 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.1632 | 0.6623 | 0.6692 | 0.6623 | 0.6544 | 0.5196 | 0.5158 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2682 | 0.8977 | 0.8983 | 0.8977 | 0.8977 | 0.8502 | 0.8501 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.7798 | 0.6234 | 0.5952 | 0.6234 | 0.6039 | 0.4637 | 0.4594 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2255 | 0.9286 | 0.9289 | 0.9286 | 0.9276 | 0.8956 | 0.8947 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 2.0801 | 0.6299 | 0.5966 | 0.6299 | 0.5923 | 0.4731 | 0.4634 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2754 | 0.9010 | 0.8999 | 0.9010 | 0.8999 | 0.8545 | 0.8543 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.5938 | 0.6104 | 0.6362 | 0.6104 | 0.5792 | 0.4493 | 0.4333 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.2701 | 0.9058 | 0.9069 | 0.9058 | 0.9046 | 0.8620 | 0.8610 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 1.6533 | 0.6623 | 0.6737 | 0.6623 | 0.6627 | 0.5253 | 0.5234 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1816 | 0.9318 | 0.9317 | 0.9318 | 0.9312 | 0.9001 | 0.8997 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 1.7735 | 0.6558 | 0.6433 | 0.6558 | 0.6466 | 0.5153 | 0.5132 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.3029 | 0.9237 | 0.9242 | 0.9237 | 0.9239 | 0.8886 | 0.8885 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.3747 | 0.6948 | 0.6866 | 0.6948 | 0.6740 | 0.5649 | 0.5557 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.2398 | 0.9026 | 0.9014 | 0.9026 | 0.9008 | 0.8568 | 0.8561 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.0494 | 0.6234 | 0.6066 | 0.6234 | 0.5941 | 0.4601 | 0.4528 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1750 | 0.9351 | 0.9354 | 0.9351 | 0.9351 | 0.9052 | 0.9051 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.4100 | 0.6299 | 0.6273 | 0.6299 | 0.6233 | 0.4774 | 0.4735 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1457 | 0.9448 | 0.9451 | 0.9448 | 0.9446 | 0.9193 | 0.9191 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 1.4803 | 0.6688 | 0.6503 | 0.6688 | 0.6518 | 0.5270 | 0.5224 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.1084 | 0.9562 | 0.9560 | 0.9562 | 0.9559 | 0.9358 | 0.9357 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.4245 | 0.6429 | 0.6336 | 0.6429 | 0.6346 | 0.4917 | 0.4898 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.0855 | 0.9643 | 0.9642 | 0.9643 | 0.9642 | 0.9478 | 0.9478 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.2241 | 0.6818 | 0.6886 | 0.6818 | 0.6716 | 0.5493 | 0.5417 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.0849 | 0.9627 | 0.9631 | 0.9627 | 0.9628 | 0.9454 | 0.9454 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.23batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.1115 | 0.7078 | 0.7047 | 0.7078 | 0.7013 | 0.5863 | 0.5826 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0757 | 0.9708 | 0.9707 | 0.9708 | 0.9707 | 0.9573 | 0.9573 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.1270 | 0.6688 | 0.6634 | 0.6688 | 0.6611 | 0.5295 | 0.5260 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.13batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1720 | 0.9578 | 0.9583 | 0.9578 | 0.9578 | 0.9383 | 0.9382 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.6629 | 0.6753 | 0.6876 | 0.6753 | 0.6698 | 0.5473 | 0.5396 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.15batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.3366 | 0.9091 | 0.9094 | 0.9091 | 0.9090 | 0.8672 | 0.8669 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 1.6667 | 0.6494 | 0.6259 | 0.6494 | 0.6268 | 0.4989 | 0.4912 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.2912 | 0.8945 | 0.8939 | 0.8945 | 0.8936 | 0.8452 | 0.8448 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 1.6225 | 0.6234 | 0.6444 | 0.6234 | 0.5956 | 0.4652 | 0.4563 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.2611 | 0.9221 | 0.9216 | 0.9221 | 0.9211 | 0.8856 | 0.8853 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 1.3859 | 0.6818 | 0.6651 | 0.6818 | 0.6684 | 0.5480 | 0.5456 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.1135 | 0.9562 | 0.9566 | 0.9562 | 0.9563 | 0.9362 | 0.9361 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 1.6743 | 0.7013 | 0.6964 | 0.7013 | 0.6943 | 0.5756 | 0.5735 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0611 | 0.9789 | 0.9789 | 0.9789 | 0.9788 | 0.9691 | 0.9691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.2941 | 0.6753 | 0.6685 | 0.6753 | 0.6710 | 0.5417 | 0.5411 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0422 | 0.9854 | 0.9856 | 0.9854 | 0.9854 | 0.9787 | 0.9786 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.0986 | 0.6364 | 0.6151 | 0.6364 | 0.6201 | 0.4823 | 0.4781 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0709 | 0.9789 | 0.9788 | 0.9789 | 0.9788 | 0.9691 | 0.9691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.3167 | 0.6364 | 0.6238 | 0.6364 | 0.6181 | 0.4859 | 0.4765 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.20batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0534 | 0.9789 | 0.9789 | 0.9789 | 0.9788 | 0.9691 | 0.9691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.3793 | 0.6623 | 0.6467 | 0.6623 | 0.6465 | 0.5180 | 0.5129 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1082 | 0.9724 | 0.9728 | 0.9724 | 0.9725 | 0.9598 | 0.9598 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.2495 | 0.6623 | 0.6606 | 0.6623 | 0.6610 | 0.5246 | 0.5242 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0408 | 0.9805 | 0.9805 | 0.9805 | 0.9805 | 0.9715 | 0.9715 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 1.8957 | 0.6688 | 0.6600 | 0.6688 | 0.6590 | 0.5296 | 0.5260 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0411 | 0.9838 | 0.9838 | 0.9838 | 0.9838 | 0.9763 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.07batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.5683 | 0.6753 | 0.6545 | 0.6753 | 0.6550 | 0.5355 | 0.5301 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9283263772726059 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.3884 | 0.3604 | 0.2771 | 0.3604 | 0.2487 | -0.0279 | -0.0158 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3217 | 0.3377 | 0.1140 | 0.3377 | 0.1705 | 0.0000 | 0.0000 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.1546 | 0.5244 | 0.3968 | 0.5244 | 0.4491 | 0.2553 | 0.2374 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.1173 | 0.5455 | 0.3813 | 0.5455 | 0.4479 | 0.3337 | 0.3042 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.0884 | 0.5909 | 0.4460 | 0.5909 | 0.5083 | 0.3646 | 0.3425 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1731 | 0.5390 | 0.3997 | 0.5390 | 0.4455 | 0.3433 | 0.2968 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.0634 | 0.5990 | 0.4525 | 0.5990 | 0.5154 | 0.3788 | 0.3560 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1271 | 0.5584 | 0.3892 | 0.5584 | 0.4560 | 0.3567 | 0.3215 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0724 | 0.5925 | 0.4472 | 0.5925 | 0.5097 | 0.3674 | 0.3451 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0557 | 0.5649 | 0.3917 | 0.5649 | 0.4608 | 0.3666 | 0.3318 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0349 | 0.6006 | 0.4534 | 0.6006 | 0.5167 | 0.3813 | 0.3583 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0417 | 0.5844 | 0.4054 | 0.5844 | 0.4784 | 0.3972 | 0.3624 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 0.9813 | 0.6234 | 0.4705 | 0.6234 | 0.5361 | 0.4202 | 0.3946 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0161 | 0.5779 | 0.4011 | 0.5779 | 0.4735 | 0.3861 | 0.3527 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9561 | 0.6315 | 0.4773 | 0.6315 | 0.5435 | 0.4344 | 0.4081 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0835 | 0.5519 | 0.3884 | 0.5519 | 0.4466 | 0.3555 | 0.3102 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9549 | 0.5990 | 0.6297 | 0.5990 | 0.5215 | 0.3809 | 0.3563 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.12batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0054 | 0.6039 | 0.4577 | 0.6039 | 0.5154 | 0.4277 | 0.4027 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.8794 | 0.6461 | 0.6049 | 0.6461 | 0.6029 | 0.4615 | 0.4506 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 1.0457 | 0.5844 | 0.4738 | 0.5844 | 0.5087 | 0.4000 | 0.3741 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.8349 | 0.6948 | 0.7057 | 0.6948 | 0.6421 | 0.5405 | 0.5197 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.0961 | 0.5519 | 0.3923 | 0.5519 | 0.4571 | 0.3439 | 0.3173 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.7970 | 0.6899 | 0.6970 | 0.6899 | 0.6379 | 0.5315 | 0.5112 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0649 | 0.6169 | 0.5267 | 0.6169 | 0.5573 | 0.4534 | 0.4309 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.6969 | 0.7435 | 0.7370 | 0.7435 | 0.7226 | 0.6173 | 0.6100 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.1555 | 0.5909 | 0.5790 | 0.5909 | 0.5365 | 0.4051 | 0.3869 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.6428 | 0.7614 | 0.7610 | 0.7614 | 0.7463 | 0.6454 | 0.6395 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.1210 | 0.6169 | 0.5829 | 0.6169 | 0.5827 | 0.4496 | 0.4420 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.6196 | 0.7744 | 0.7658 | 0.7744 | 0.7667 | 0.6657 | 0.6637 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.4043 | 0.6039 | 0.5124 | 0.6039 | 0.5543 | 0.4360 | 0.4248 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6082 | 0.7646 | 0.7664 | 0.7646 | 0.7612 | 0.6530 | 0.6517 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.2876 | 0.5714 | 0.5369 | 0.5714 | 0.5332 | 0.3861 | 0.3713 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.97batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.4845 | 0.8247 | 0.8243 | 0.8247 | 0.8212 | 0.7405 | 0.7388 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.37batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.2206 | 0.6364 | 0.6156 | 0.6364 | 0.6147 | 0.4788 | 0.4727 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.4573 | 0.8490 | 0.8479 | 0.8490 | 0.8462 | 0.7772 | 0.7760 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.4890 | 0.5649 | 0.5481 | 0.5649 | 0.5439 | 0.3838 | 0.3781 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.4219 | 0.8474 | 0.8463 | 0.8474 | 0.8466 | 0.7764 | 0.7763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.5070 | 0.6299 | 0.6195 | 0.6299 | 0.6145 | 0.4734 | 0.4697 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.3387 | 0.8669 | 0.8672 | 0.8669 | 0.8669 | 0.8057 | 0.8056 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.4557 | 0.6104 | 0.6085 | 0.6104 | 0.6040 | 0.4491 | 0.4457 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.2213 | 0.9221 | 0.9224 | 0.9221 | 0.9219 | 0.8857 | 0.8856 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 2.0158 | 0.6299 | 0.6047 | 0.6299 | 0.6103 | 0.4691 | 0.4650 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.1916 | 0.9253 | 0.9255 | 0.9253 | 0.9253 | 0.8908 | 0.8907 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 2.5338 | 0.5909 | 0.5642 | 0.5909 | 0.5633 | 0.4123 | 0.4059 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.2147 | 0.9302 | 0.9312 | 0.9302 | 0.9304 | 0.8985 | 0.8981 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.8050 | 0.6104 | 0.6001 | 0.6104 | 0.6009 | 0.4516 | 0.4489 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.2017 | 0.9221 | 0.9224 | 0.9221 | 0.9220 | 0.8860 | 0.8859 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.9215 | 0.6169 | 0.5916 | 0.6169 | 0.5865 | 0.4467 | 0.4378 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.1406 | 0.9578 | 0.9580 | 0.9578 | 0.9578 | 0.9383 | 0.9382 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 2.3030 | 0.6364 | 0.6054 | 0.6364 | 0.6130 | 0.4781 | 0.4733 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.0993 | 0.9643 | 0.9646 | 0.9643 | 0.9642 | 0.9478 | 0.9477 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.50batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 2.5789 | 0.6299 | 0.6063 | 0.6299 | 0.6020 | 0.4667 | 0.4588 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.0951 | 0.9659 | 0.9661 | 0.9659 | 0.9659 | 0.9502 | 0.9501 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 2.4130 | 0.6299 | 0.6022 | 0.6299 | 0.6092 | 0.4689 | 0.4649 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.0655 | 0.9773 | 0.9774 | 0.9773 | 0.9773 | 0.9669 | 0.9668 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 3.2020 | 0.6039 | 0.5651 | 0.6039 | 0.5639 | 0.4280 | 0.4170 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.0732 | 0.9789 | 0.9791 | 0.9789 | 0.9789 | 0.9692 | 0.9691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.7461 | 0.6039 | 0.5765 | 0.6039 | 0.5809 | 0.4306 | 0.4257 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.0716 | 0.9756 | 0.9759 | 0.9756 | 0.9757 | 0.9645 | 0.9645 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 3.0236 | 0.6169 | 0.6085 | 0.6169 | 0.5983 | 0.4498 | 0.4426 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1193 | 0.9627 | 0.9628 | 0.9627 | 0.9626 | 0.9454 | 0.9454 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.68batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 3.8768 | 0.6364 | 0.6161 | 0.6364 | 0.6129 | 0.4833 | 0.4726 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.3061 | 0.9318 | 0.9317 | 0.9318 | 0.9316 | 0.9003 | 0.9002 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.61batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.0906 | 0.6039 | 0.5989 | 0.6039 | 0.6009 | 0.4399 | 0.4396 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.95batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.2090 | 0.9334 | 0.9350 | 0.9334 | 0.9331 | 0.9024 | 0.9018 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.1046 | 0.5909 | 0.5823 | 0.5909 | 0.5782 | 0.4179 | 0.4146 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1084 | 0.9562 | 0.9563 | 0.9562 | 0.9560 | 0.9359 | 0.9358 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.2770 | 0.6364 | 0.6226 | 0.6364 | 0.6233 | 0.4809 | 0.4774 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.0949 | 0.9756 | 0.9757 | 0.9756 | 0.9757 | 0.9645 | 0.9645 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 23.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.6221 | 0.6104 | 0.5934 | 0.6104 | 0.5884 | 0.4431 | 0.4365 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.0944 | 0.9692 | 0.9692 | 0.9692 | 0.9691 | 0.9549 | 0.9549 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.9363 | 0.6104 | 0.5928 | 0.6104 | 0.5924 | 0.4469 | 0.4406 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.0643 | 0.9805 | 0.9806 | 0.9805 | 0.9805 | 0.9716 | 0.9716 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 3.2404 | 0.6299 | 0.6236 | 0.6299 | 0.6004 | 0.4677 | 0.4581 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.0580 | 0.9756 | 0.9758 | 0.9756 | 0.9756 | 0.9644 | 0.9643 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.36batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 3.9372 | 0.6364 | 0.5939 | 0.6364 | 0.5924 | 0.4778 | 0.4631 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1083 | 0.9610 | 0.9611 | 0.9610 | 0.9608 | 0.9430 | 0.9429 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 3.2448 | 0.5974 | 0.6087 | 0.5974 | 0.6019 | 0.4383 | 0.4376 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0779 | 0.9756 | 0.9757 | 0.9756 | 0.9756 | 0.9644 | 0.9644 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 3.3970 | 0.6169 | 0.5725 | 0.6169 | 0.5824 | 0.4472 | 0.4398 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0519 | 0.9854 | 0.9854 | 0.9854 | 0.9854 | 0.9787 | 0.9786 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 4.2816 | 0.6039 | 0.5576 | 0.6039 | 0.5693 | 0.4283 | 0.4212 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.2008 | 0.9448 | 0.9457 | 0.9448 | 0.9450 | 0.9198 | 0.9197 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.8640 | 0.6494 | 0.6341 | 0.6494 | 0.6307 | 0.5007 | 0.4930 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.2044 | 0.9399 | 0.9405 | 0.9399 | 0.9396 | 0.9121 | 0.9117 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.3928 | 0.6104 | 0.6039 | 0.6104 | 0.6006 | 0.4504 | 0.4477 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.1373 | 0.9481 | 0.9479 | 0.9481 | 0.9478 | 0.9239 | 0.9238 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.0777 | 0.6039 | 0.6075 | 0.6039 | 0.5970 | 0.4387 | 0.4360 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0650 | 0.9789 | 0.9789 | 0.9789 | 0.9789 | 0.9692 | 0.9691 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.7263 | 0.6299 | 0.6048 | 0.6299 | 0.6095 | 0.4705 | 0.4654 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0564 | 0.9854 | 0.9855 | 0.9854 | 0.9853 | 0.9787 | 0.9786 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.52batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 3.2446 | 0.6299 | 0.5900 | 0.6299 | 0.5969 | 0.4666 | 0.4589 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0811 | 0.9724 | 0.9730 | 0.9724 | 0.9726 | 0.9599 | 0.9598 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.2899 | 0.6169 | 0.5919 | 0.6169 | 0.5986 | 0.4513 | 0.4481 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0851 | 0.9821 | 0.9822 | 0.9821 | 0.9820 | 0.9739 | 0.9738 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 3.1732 | 0.6104 | 0.5871 | 0.6104 | 0.5914 | 0.4424 | 0.4389 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0534 | 0.9821 | 0.9822 | 0.9821 | 0.9821 | 0.9739 | 0.9739 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.8180 | 0.6104 | 0.5818 | 0.6104 | 0.5914 | 0.4421 | 0.4394 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0356 | 0.9903 | 0.9903 | 0.9903 | 0.9902 | 0.9858 | 0.9858 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.54batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 3.5149 | 0.6234 | 0.5894 | 0.6234 | 0.5962 | 0.4586 | 0.4533 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 1.005377921462059 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:03<00:00, 3.33batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.6422 | 0.3847 | 0.2973 | 0.3847 | 0.3269 | 0.0177 | 0.0159 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.3120 | 0.4935 | 0.3948 | 0.4935 | 0.3924 | 0.2966 | 0.2167 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.1771 | 0.5519 | 0.4169 | 0.5519 | 0.4742 | 0.2984 | 0.2792 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.1874 | 0.5325 | 0.4029 | 0.5325 | 0.4430 | 0.3354 | 0.2872 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.1225 | 0.5812 | 0.4395 | 0.5812 | 0.4994 | 0.3489 | 0.3261 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.53batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1403 | 0.5390 | 0.3760 | 0.5390 | 0.4404 | 0.3235 | 0.2916 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.0439 | 0.5990 | 0.4523 | 0.5990 | 0.5150 | 0.3788 | 0.3552 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1044 | 0.5649 | 0.3931 | 0.5649 | 0.4609 | 0.3678 | 0.3315 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0535 | 0.6023 | 0.4546 | 0.6023 | 0.5181 | 0.3840 | 0.3609 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.10batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.0629 | 0.5844 | 0.4085 | 0.5844 | 0.4801 | 0.3987 | 0.3637 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 0.9834 | 0.6412 | 0.4839 | 0.6412 | 0.5516 | 0.4507 | 0.4235 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0723 | 0.5714 | 0.3965 | 0.5714 | 0.4677 | 0.3756 | 0.3424 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 0.9686 | 0.6510 | 0.4925 | 0.6510 | 0.5605 | 0.4680 | 0.4395 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0518 | 0.5844 | 0.4063 | 0.5844 | 0.4784 | 0.3981 | 0.3621 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9385 | 0.6461 | 0.4881 | 0.6461 | 0.5561 | 0.4592 | 0.4315 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 0.9845 | 0.5844 | 0.4076 | 0.5844 | 0.4799 | 0.3978 | 0.3634 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.59batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9314 | 0.6591 | 0.4981 | 0.6591 | 0.5673 | 0.4816 | 0.4525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 1.0359 | 0.5909 | 0.4548 | 0.5909 | 0.4965 | 0.4395 | 0.3763 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9446 | 0.6510 | 0.4941 | 0.6510 | 0.5607 | 0.4696 | 0.4399 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 0.9628 | 0.6104 | 0.4238 | 0.6104 | 0.5001 | 0.4407 | 0.4024 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9645 | 0.6331 | 0.5862 | 0.6331 | 0.5470 | 0.4368 | 0.4109 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.1278 | 0.5909 | 0.4502 | 0.5909 | 0.4963 | 0.4349 | 0.3760 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9137 | 0.6672 | 0.6165 | 0.6672 | 0.5825 | 0.4981 | 0.4672 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 0.9628 | 0.6104 | 0.4344 | 0.6104 | 0.5045 | 0.4467 | 0.4041 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.8225 | 0.6769 | 0.5877 | 0.6769 | 0.5889 | 0.5139 | 0.4827 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 26.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9967 | 0.6039 | 0.4787 | 0.6039 | 0.5163 | 0.4268 | 0.3994 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.7932 | 0.7078 | 0.6925 | 0.7078 | 0.6658 | 0.5607 | 0.5455 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9891 | 0.6104 | 0.5788 | 0.6104 | 0.5652 | 0.4375 | 0.4219 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.7072 | 0.7370 | 0.7228 | 0.7370 | 0.7205 | 0.6078 | 0.6027 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.0065 | 0.5909 | 0.5875 | 0.5909 | 0.5712 | 0.4169 | 0.4121 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6788 | 0.7484 | 0.7403 | 0.7484 | 0.7298 | 0.6244 | 0.6168 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0352 | 0.6104 | 0.5892 | 0.6104 | 0.5906 | 0.4413 | 0.4368 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.6312 | 0.7906 | 0.7877 | 0.7906 | 0.7880 | 0.6914 | 0.6909 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.64batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 0.9603 | 0.6429 | 0.6271 | 0.6429 | 0.6246 | 0.4892 | 0.4824 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.5827 | 0.7971 | 0.7935 | 0.7971 | 0.7922 | 0.7003 | 0.6983 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.0323 | 0.6623 | 0.6502 | 0.6623 | 0.6484 | 0.5199 | 0.5142 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.68batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.4899 | 0.8149 | 0.8094 | 0.8149 | 0.8083 | 0.7257 | 0.7237 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.71batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.1616 | 0.5974 | 0.6030 | 0.5974 | 0.5954 | 0.4364 | 0.4333 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.4211 | 0.8360 | 0.8329 | 0.8360 | 0.8334 | 0.7583 | 0.7577 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.4807 | 0.6234 | 0.6245 | 0.6234 | 0.5946 | 0.4650 | 0.4478 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.4259 | 0.8620 | 0.8602 | 0.8620 | 0.8606 | 0.7972 | 0.7969 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.7708 | 0.6169 | 0.6002 | 0.6169 | 0.5928 | 0.4506 | 0.4409 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.3949 | 0.8701 | 0.8694 | 0.8701 | 0.8681 | 0.8087 | 0.8080 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.3294 | 0.5974 | 0.6011 | 0.5974 | 0.5888 | 0.4310 | 0.4246 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.4294 | 0.8636 | 0.8625 | 0.8636 | 0.8595 | 0.7987 | 0.7968 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.2235 | 0.6299 | 0.6421 | 0.6299 | 0.6343 | 0.4820 | 0.4811 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.3952 | 0.8539 | 0.8540 | 0.8539 | 0.8533 | 0.7857 | 0.7854 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.4539 | 0.5974 | 0.6120 | 0.5974 | 0.5974 | 0.4330 | 0.4276 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.2644 | 0.9221 | 0.9211 | 0.9221 | 0.9209 | 0.8856 | 0.8852 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.28batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.5437 | 0.6234 | 0.5994 | 0.6234 | 0.5910 | 0.4567 | 0.4470 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2159 | 0.9367 | 0.9363 | 0.9367 | 0.9359 | 0.9073 | 0.9069 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.6762 | 0.6429 | 0.6352 | 0.6429 | 0.6252 | 0.4874 | 0.4811 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.64batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.1653 | 0.9432 | 0.9436 | 0.9432 | 0.9429 | 0.9167 | 0.9165 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 1.9680 | 0.6429 | 0.6332 | 0.6429 | 0.6344 | 0.4913 | 0.4895 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.72batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.1189 | 0.9529 | 0.9529 | 0.9529 | 0.9526 | 0.9311 | 0.9309 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 2.1680 | 0.6429 | 0.6336 | 0.6429 | 0.6320 | 0.4926 | 0.4900 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.1289 | 0.9562 | 0.9560 | 0.9562 | 0.9557 | 0.9358 | 0.9355 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.3332 | 0.6364 | 0.6340 | 0.6364 | 0.6259 | 0.4916 | 0.4851 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.3242 | 0.9058 | 0.9053 | 0.9058 | 0.9051 | 0.8624 | 0.8620 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.0599 | 0.6234 | 0.6175 | 0.6234 | 0.6030 | 0.4598 | 0.4503 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.2879 | 0.9010 | 0.9015 | 0.9010 | 0.9009 | 0.8552 | 0.8551 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 1.6935 | 0.6104 | 0.6215 | 0.6104 | 0.6028 | 0.4502 | 0.4436 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.2164 | 0.9351 | 0.9351 | 0.9351 | 0.9347 | 0.9047 | 0.9045 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 1.4405 | 0.6688 | 0.6537 | 0.6688 | 0.6516 | 0.5261 | 0.5207 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.80batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1782 | 0.9416 | 0.9415 | 0.9416 | 0.9410 | 0.9145 | 0.9142 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.27batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.1737 | 0.6039 | 0.5988 | 0.6039 | 0.5835 | 0.4391 | 0.4277 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.76batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1255 | 0.9627 | 0.9627 | 0.9627 | 0.9625 | 0.9454 | 0.9453 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.57batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.2608 | 0.6299 | 0.6231 | 0.6299 | 0.6139 | 0.4678 | 0.4620 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.0997 | 0.9627 | 0.9625 | 0.9627 | 0.9625 | 0.9454 | 0.9454 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.2132 | 0.6623 | 0.6582 | 0.6623 | 0.6576 | 0.5218 | 0.5207 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.0428 | 0.9854 | 0.9855 | 0.9854 | 0.9853 | 0.9787 | 0.9786 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.7926 | 0.6104 | 0.6343 | 0.6104 | 0.6179 | 0.4575 | 0.4553 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.74batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.2309 | 0.9416 | 0.9418 | 0.9416 | 0.9416 | 0.9147 | 0.9147 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.1590 | 0.6429 | 0.6349 | 0.6429 | 0.6359 | 0.4952 | 0.4931 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.1715 | 0.9481 | 0.9480 | 0.9481 | 0.9472 | 0.9239 | 0.9235 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.59batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 2.4530 | 0.6429 | 0.6276 | 0.6429 | 0.6117 | 0.4861 | 0.4756 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.58batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1326 | 0.9562 | 0.9565 | 0.9562 | 0.9562 | 0.9361 | 0.9359 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.2520 | 0.6429 | 0.6212 | 0.6429 | 0.6113 | 0.4860 | 0.4755 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.61batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1065 | 0.9643 | 0.9644 | 0.9643 | 0.9643 | 0.9478 | 0.9478 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.1892 | 0.6234 | 0.6133 | 0.6234 | 0.6166 | 0.4653 | 0.4643 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.1834 | 0.9432 | 0.9434 | 0.9432 | 0.9430 | 0.9168 | 0.9166 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 1.5961 | 0.6948 | 0.6860 | 0.6948 | 0.6888 | 0.5689 | 0.5680 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.1121 | 0.9610 | 0.9611 | 0.9610 | 0.9608 | 0.9431 | 0.9429 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 1.9852 | 0.6753 | 0.6803 | 0.6753 | 0.6625 | 0.5373 | 0.5295 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.62batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0818 | 0.9675 | 0.9681 | 0.9675 | 0.9677 | 0.9527 | 0.9526 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 2.7596 | 0.6299 | 0.6170 | 0.6299 | 0.6052 | 0.4678 | 0.4594 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.73batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0959 | 0.9692 | 0.9692 | 0.9692 | 0.9691 | 0.9549 | 0.9549 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 2.8587 | 0.6169 | 0.5971 | 0.6169 | 0.5946 | 0.4491 | 0.4437 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.79batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.0884 | 0.9692 | 0.9693 | 0.9692 | 0.9692 | 0.9550 | 0.9550 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.0651 | 0.6234 | 0.6461 | 0.6234 | 0.6060 | 0.4628 | 0.4564 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.83batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.0728 | 0.9821 | 0.9823 | 0.9821 | 0.9820 | 0.9739 | 0.9738 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.8394 | 0.6494 | 0.6365 | 0.6494 | 0.6354 | 0.4989 | 0.4957 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.60batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0346 | 0.9935 | 0.9935 | 0.9935 | 0.9935 | 0.9905 | 0.9905 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 3.3468 | 0.6558 | 0.6418 | 0.6558 | 0.6375 | 0.5066 | 0.5014 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0671 | 0.9838 | 0.9844 | 0.9838 | 0.9839 | 0.9764 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.9578 | 0.6753 | 0.6808 | 0.6753 | 0.6563 | 0.5387 | 0.5323 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.65batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0803 | 0.9756 | 0.9757 | 0.9756 | 0.9752 | 0.9644 | 0.9643 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.00batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.9181 | 0.6623 | 0.6579 | 0.6623 | 0.6530 | 0.5239 | 0.5199 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0164 | 0.9984 | 0.9984 | 0.9984 | 0.9984 | 0.9976 | 0.9976 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.9548 | 0.6494 | 0.6435 | 0.6494 | 0.6272 | 0.4977 | 0.4889 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.960331529378891 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+ | 1 | Train | 1.4883 | 0.3701 | 0.2720 | 0.3701 | 0.2529 | -0.0008 | -0.0005 | +-------+-------+--------+----------+-----------+--------+----------+---------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.2598 | 0.4870 | 0.3991 | 0.4870 | 0.4014 | 0.2838 | 0.2200 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.02batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.1561 | 0.5682 | 0.4289 | 0.5682 | 0.4888 | 0.3257 | 0.3060 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.0869 | 0.5649 | 0.3932 | 0.5649 | 0.4636 | 0.3646 | 0.3333 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.0729 | 0.5893 | 0.4452 | 0.5893 | 0.5070 | 0.3624 | 0.3404 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.1003 | 0.5455 | 0.3849 | 0.5455 | 0.4421 | 0.3440 | 0.3002 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.0624 | 0.5990 | 0.4530 | 0.5990 | 0.5151 | 0.3792 | 0.3550 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.0940 | 0.5584 | 0.4165 | 0.5584 | 0.4632 | 0.3776 | 0.3265 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.81batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0251 | 0.6088 | 0.4609 | 0.6088 | 0.5239 | 0.3966 | 0.3720 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1306 | 0.5519 | 0.4486 | 0.5519 | 0.4617 | 0.3965 | 0.3182 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0203 | 0.6250 | 0.4746 | 0.6250 | 0.5385 | 0.4251 | 0.3982 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.0365 | 0.6169 | 0.4282 | 0.6169 | 0.5054 | 0.4515 | 0.4125 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.56batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 0.9890 | 0.6380 | 0.4820 | 0.6380 | 0.5486 | 0.4457 | 0.4178 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.0459 | 0.5844 | 0.4089 | 0.5844 | 0.4807 | 0.3982 | 0.3636 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 0.9623 | 0.6445 | 0.4872 | 0.6445 | 0.5548 | 0.4566 | 0.4290 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.29batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 0.9654 | 0.6039 | 0.4332 | 0.6039 | 0.4991 | 0.4402 | 0.3947 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 0.9142 | 0.6364 | 0.4806 | 0.6364 | 0.5476 | 0.4425 | 0.4158 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 0.9593 | 0.6234 | 0.4403 | 0.6234 | 0.5139 | 0.4668 | 0.4238 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9186 | 0.6640 | 0.5697 | 0.6640 | 0.5740 | 0.4893 | 0.4607 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 0.9664 | 0.5974 | 0.4158 | 0.5974 | 0.4903 | 0.4190 | 0.3831 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.8168 | 0.6818 | 0.6552 | 0.6818 | 0.6233 | 0.5180 | 0.4988 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 0.9656 | 0.6039 | 0.6369 | 0.6039 | 0.5258 | 0.4275 | 0.4002 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.7600 | 0.7045 | 0.6837 | 0.7045 | 0.6698 | 0.5552 | 0.5431 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.0251 | 0.6104 | 0.5744 | 0.6104 | 0.5203 | 0.4393 | 0.4066 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.6865 | 0.7354 | 0.7208 | 0.7354 | 0.7212 | 0.6056 | 0.6018 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 1.0478 | 0.6039 | 0.5593 | 0.6039 | 0.5628 | 0.4278 | 0.4161 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.6282 | 0.7565 | 0.7430 | 0.7565 | 0.7435 | 0.6381 | 0.6343 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.06batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 0.9491 | 0.6104 | 0.5942 | 0.6104 | 0.5930 | 0.4428 | 0.4365 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.5103 | 0.8019 | 0.7947 | 0.8019 | 0.7941 | 0.7062 | 0.7041 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.11batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 1.1615 | 0.6364 | 0.6150 | 0.6364 | 0.6113 | 0.4905 | 0.4811 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.4891 | 0.8052 | 0.7993 | 0.8052 | 0.8013 | 0.7129 | 0.7123 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 0.9338 | 0.6753 | 0.6637 | 0.6753 | 0.6587 | 0.5373 | 0.5306 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.4932 | 0.8182 | 0.8162 | 0.8182 | 0.8156 | 0.7323 | 0.7311 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.7675 | 0.5779 | 0.6451 | 0.5779 | 0.5664 | 0.4211 | 0.3896 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.93batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.3975 | 0.8523 | 0.8514 | 0.8523 | 0.8510 | 0.7828 | 0.7824 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 28.98batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.3470 | 0.6364 | 0.6197 | 0.6364 | 0.6129 | 0.4784 | 0.4721 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.3549 | 0.8620 | 0.8585 | 0.8620 | 0.8583 | 0.7964 | 0.7953 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.01batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.3214 | 0.6429 | 0.6246 | 0.6429 | 0.6194 | 0.4868 | 0.4797 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.3416 | 0.8766 | 0.8754 | 0.8766 | 0.8755 | 0.8189 | 0.8187 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.4391 | 0.6494 | 0.6393 | 0.6494 | 0.6287 | 0.5021 | 0.4952 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.85batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.2498 | 0.9042 | 0.9035 | 0.9042 | 0.9036 | 0.8595 | 0.8594 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.4459 | 0.6623 | 0.6479 | 0.6623 | 0.6499 | 0.5173 | 0.5145 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.1954 | 0.9237 | 0.9238 | 0.9237 | 0.9233 | 0.8883 | 0.8881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 30.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.6335 | 0.6364 | 0.6195 | 0.6364 | 0.6238 | 0.4825 | 0.4805 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.1959 | 0.9399 | 0.9395 | 0.9399 | 0.9393 | 0.9119 | 0.9117 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 2.1485 | 0.6234 | 0.6221 | 0.6234 | 0.5958 | 0.4664 | 0.4486 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.2168 | 0.9416 | 0.9413 | 0.9416 | 0.9412 | 0.9143 | 0.9142 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.38batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.8927 | 0.6104 | 0.6222 | 0.6104 | 0.6096 | 0.4513 | 0.4486 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.2087 | 0.9367 | 0.9360 | 0.9367 | 0.9360 | 0.9072 | 0.9070 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.76batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.9414 | 0.6169 | 0.6212 | 0.6169 | 0.6004 | 0.4559 | 0.4496 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2230 | 0.9140 | 0.9140 | 0.9140 | 0.9139 | 0.8743 | 0.8743 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 2.0349 | 0.6558 | 0.6217 | 0.6558 | 0.6248 | 0.5081 | 0.4997 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.1959 | 0.9253 | 0.9258 | 0.9253 | 0.9254 | 0.8909 | 0.8908 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 2.2498 | 0.6558 | 0.6442 | 0.6558 | 0.6340 | 0.5124 | 0.5007 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.1774 | 0.9383 | 0.9386 | 0.9383 | 0.9382 | 0.9098 | 0.9096 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 2.0667 | 0.6234 | 0.6196 | 0.6234 | 0.6080 | 0.4655 | 0.4586 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.0913 | 0.9692 | 0.9691 | 0.9692 | 0.9689 | 0.9549 | 0.9548 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.73batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.0541 | 0.6234 | 0.6084 | 0.6234 | 0.6076 | 0.4635 | 0.4596 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.0857 | 0.9659 | 0.9659 | 0.9659 | 0.9655 | 0.9501 | 0.9499 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 2.4215 | 0.6169 | 0.5920 | 0.6169 | 0.5964 | 0.4564 | 0.4508 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1461 | 0.9578 | 0.9577 | 0.9578 | 0.9577 | 0.9384 | 0.9383 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.08batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 3.1517 | 0.6299 | 0.6340 | 0.6299 | 0.6250 | 0.4749 | 0.4722 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.71batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1460 | 0.9610 | 0.9612 | 0.9610 | 0.9611 | 0.9432 | 0.9431 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 27.72batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 2.5447 | 0.5974 | 0.6062 | 0.5974 | 0.5955 | 0.4351 | 0.4314 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.70batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1307 | 0.9416 | 0.9415 | 0.9416 | 0.9408 | 0.9144 | 0.9140 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.1984 | 0.6104 | 0.6024 | 0.6104 | 0.6043 | 0.4514 | 0.4500 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.77batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1009 | 0.9724 | 0.9725 | 0.9724 | 0.9724 | 0.9597 | 0.9597 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 33.56batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.4903 | 0.6623 | 0.6766 | 0.6623 | 0.6565 | 0.5195 | 0.5150 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.0968 | 0.9724 | 0.9727 | 0.9724 | 0.9724 | 0.9597 | 0.9596 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.4981 | 0.6688 | 0.6566 | 0.6688 | 0.6607 | 0.5299 | 0.5286 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.84batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.1478 | 0.9724 | 0.9725 | 0.9724 | 0.9722 | 0.9596 | 0.9595 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.09batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 2.8750 | 0.6299 | 0.6385 | 0.6299 | 0.6152 | 0.4846 | 0.4718 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.3806 | 0.8961 | 0.8961 | 0.8961 | 0.8958 | 0.8485 | 0.8483 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.70batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 2.7819 | 0.5260 | 0.5132 | 0.5260 | 0.4724 | 0.3402 | 0.3097 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.3334 | 0.8929 | 0.8935 | 0.8929 | 0.8928 | 0.8435 | 0.8431 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.31batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 1.5334 | 0.6234 | 0.6378 | 0.6234 | 0.6229 | 0.4715 | 0.4680 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.01batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.1185 | 0.9675 | 0.9679 | 0.9675 | 0.9676 | 0.9526 | 0.9525 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.43batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 1.8865 | 0.6429 | 0.6380 | 0.6429 | 0.6287 | 0.4903 | 0.4841 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.86batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.0521 | 0.9838 | 0.9838 | 0.9838 | 0.9836 | 0.9763 | 0.9762 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.3741 | 0.6429 | 0.6374 | 0.6429 | 0.6370 | 0.4922 | 0.4905 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0198 | 0.9903 | 0.9903 | 0.9903 | 0.9902 | 0.9858 | 0.9858 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 3.1038 | 0.6039 | 0.6074 | 0.6039 | 0.6033 | 0.4405 | 0.4392 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.99batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0220 | 0.9951 | 0.9952 | 0.9951 | 0.9951 | 0.9929 | 0.9929 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 3.0571 | 0.6364 | 0.6320 | 0.6364 | 0.6335 | 0.4857 | 0.4854 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.66batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0196 | 0.9903 | 0.9903 | 0.9903 | 0.9902 | 0.9858 | 0.9858 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.62batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.4044 | 0.6104 | 0.5905 | 0.6104 | 0.5937 | 0.4415 | 0.4380 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0372 | 0.9935 | 0.9936 | 0.9935 | 0.9935 | 0.9905 | 0.9905 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 3.8006 | 0.6299 | 0.6366 | 0.6299 | 0.6327 | 0.4831 | 0.4829 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.2087 | 0.9545 | 0.9549 | 0.9545 | 0.9543 | 0.9335 | 0.9332 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.58batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 2.7834 | 0.6039 | 0.6386 | 0.6039 | 0.6080 | 0.4512 | 0.4432 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.88batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.1812 | 0.9513 | 0.9521 | 0.9513 | 0.9515 | 0.9292 | 0.9291 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 1.6865 | 0.6753 | 0.6733 | 0.6753 | 0.6640 | 0.5369 | 0.5330 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.82batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.0980 | 0.9643 | 0.9642 | 0.9643 | 0.9641 | 0.9477 | 0.9476 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.19batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.0468 | 0.6299 | 0.6208 | 0.6299 | 0.6209 | 0.4715 | 0.4690 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.0388 | 0.9919 | 0.9920 | 0.9919 | 0.9918 | 0.9882 | 0.9881 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.05batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.4534 | 0.6429 | 0.6404 | 0.6429 | 0.6375 | 0.5003 | 0.4976 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0180 | 0.9951 | 0.9952 | 0.9951 | 0.9951 | 0.9929 | 0.9929 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.24batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.9587 | 0.6688 | 0.6634 | 0.6688 | 0.6616 | 0.5277 | 0.5255 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0135 | 0.9935 | 0.9936 | 0.9935 | 0.9935 | 0.9905 | 0.9905 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 3.4546 | 0.6623 | 0.6478 | 0.6623 | 0.6475 | 0.5173 | 0.5130 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9338455401360989 Folder already exists: weights
Epoch 1/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.91batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Train | 1.3229 | 0.3588 | 0.3117 | 0.3588 | 0.2447 | 0.0035 | 0.0022 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 1/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 1 | Validation | 1.1924 | 0.5260 | 0.3767 | 0.5260 | 0.4260 | 0.3149 | 0.2697 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 2/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Train | 1.1784 | 0.5471 | 0.4145 | 0.5471 | 0.4699 | 0.2909 | 0.2710 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 2/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 2 | Validation | 1.2515 | 0.5000 | 0.4237 | 0.5000 | 0.4101 | 0.3231 | 0.2403 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 3/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.90batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Train | 1.2024 | 0.5455 | 0.4117 | 0.5455 | 0.4693 | 0.2869 | 0.2696 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 3/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 3 | Validation | 1.2104 | 0.5195 | 0.3783 | 0.5195 | 0.4278 | 0.3044 | 0.2667 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 4/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.98batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Train | 1.1436 | 0.5487 | 0.4243 | 0.5487 | 0.4685 | 0.3028 | 0.2719 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 4/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.92batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 4 | Validation | 1.1030 | 0.5584 | 0.3913 | 0.5584 | 0.4565 | 0.3582 | 0.3213 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 5/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Train | 1.0841 | 0.5893 | 0.4456 | 0.5893 | 0.5072 | 0.3626 | 0.3405 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 5/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.15batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 5 | Validation | 1.1035 | 0.5519 | 0.4100 | 0.5519 | 0.4578 | 0.3644 | 0.3165 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 6/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Train | 1.0868 | 0.5958 | 0.4498 | 0.5958 | 0.5122 | 0.3732 | 0.3500 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 6/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 6 | Validation | 1.1482 | 0.5390 | 0.4028 | 0.5390 | 0.4464 | 0.3451 | 0.2969 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 7/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.16batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Train | 1.0735 | 0.6023 | 0.4551 | 0.6023 | 0.5183 | 0.3844 | 0.3612 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 7/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 7 | Validation | 1.1292 | 0.5390 | 0.4216 | 0.5390 | 0.4484 | 0.3605 | 0.2979 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 8/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Train | 1.0409 | 0.6039 | 0.4560 | 0.6039 | 0.5196 | 0.3869 | 0.3636 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 8/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 8 | Validation | 1.0584 | 0.5779 | 0.4017 | 0.5779 | 0.4739 | 0.3862 | 0.3531 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 9/50: 100%|███████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.96batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Train | 1.0057 | 0.6120 | 0.4620 | 0.6120 | 0.5265 | 0.4007 | 0.3766 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 9/50: 100%|██████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 9 | Validation | 0.9805 | 0.5974 | 0.4208 | 0.5974 | 0.4917 | 0.4230 | 0.3840 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 10/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Train | 0.9568 | 0.6282 | 0.4769 | 0.6282 | 0.5412 | 0.4306 | 0.4034 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 10/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 10 | Validation | 0.9808 | 0.5909 | 0.4183 | 0.5909 | 0.4873 | 0.4129 | 0.3742 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 11/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Train | 0.9342 | 0.6266 | 0.5416 | 0.6266 | 0.5443 | 0.4256 | 0.4014 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 11/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 11 | Validation | 1.1578 | 0.5909 | 0.6021 | 0.5909 | 0.5094 | 0.4453 | 0.3791 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 12/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Train | 0.9794 | 0.6477 | 0.6614 | 0.6477 | 0.5900 | 0.4656 | 0.4430 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 12/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 12 | Validation | 1.1332 | 0.5649 | 0.5480 | 0.5649 | 0.5076 | 0.4034 | 0.3500 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 13/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Train | 0.9201 | 0.6461 | 0.6546 | 0.6461 | 0.5842 | 0.4607 | 0.4392 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 13/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.67batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 13 | Validation | 0.9646 | 0.5909 | 0.5156 | 0.5909 | 0.5067 | 0.4061 | 0.3791 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 14/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Train | 0.8059 | 0.6786 | 0.6624 | 0.6786 | 0.6178 | 0.5131 | 0.4919 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 14/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 14 | Validation | 1.0307 | 0.5779 | 0.5519 | 0.5779 | 0.5349 | 0.4159 | 0.3819 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 15/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Train | 0.8045 | 0.6737 | 0.6517 | 0.6737 | 0.6378 | 0.5093 | 0.4962 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 15/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 15 | Validation | 0.9546 | 0.6299 | 0.6118 | 0.6299 | 0.5827 | 0.4692 | 0.4533 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 16/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Train | 0.6846 | 0.7354 | 0.7184 | 0.7354 | 0.7117 | 0.6034 | 0.5956 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 16/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 16 | Validation | 1.0288 | 0.6039 | 0.5836 | 0.6039 | 0.5677 | 0.4346 | 0.4159 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 17/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.04batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Train | 0.6898 | 0.7354 | 0.7280 | 0.7354 | 0.7204 | 0.6048 | 0.5988 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 17/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.18batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 17 | Validation | 1.0486 | 0.5714 | 0.5301 | 0.5714 | 0.5308 | 0.3771 | 0.3667 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 18/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Train | 0.6035 | 0.7549 | 0.7527 | 0.7549 | 0.7453 | 0.6357 | 0.6318 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 18/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 18 | Validation | 1.2350 | 0.5909 | 0.5285 | 0.5909 | 0.5401 | 0.4072 | 0.3953 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 19/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.10batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Train | 0.5231 | 0.8198 | 0.8171 | 0.8198 | 0.8127 | 0.7330 | 0.7300 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 19/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 19 | Validation | 1.3831 | 0.5779 | 0.5791 | 0.5779 | 0.5570 | 0.4148 | 0.4009 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 20/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Train | 0.5096 | 0.8166 | 0.8131 | 0.8166 | 0.8110 | 0.7293 | 0.7268 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 20/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 20 | Validation | 1.2737 | 0.6104 | 0.5918 | 0.6104 | 0.5775 | 0.4376 | 0.4280 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 21/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.07batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Train | 0.3849 | 0.8555 | 0.8533 | 0.8555 | 0.8528 | 0.7871 | 0.7862 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 21/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 21 | Validation | 1.7308 | 0.5584 | 0.6057 | 0.5584 | 0.5568 | 0.3897 | 0.3758 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 22/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.18batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Train | 0.3624 | 0.8620 | 0.8603 | 0.8620 | 0.8598 | 0.7972 | 0.7965 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 22/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 22 | Validation | 1.7193 | 0.5519 | 0.5518 | 0.5519 | 0.5429 | 0.3638 | 0.3594 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 23/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Train | 0.3424 | 0.8701 | 0.8708 | 0.8701 | 0.8695 | 0.8102 | 0.8093 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 23/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.45batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 23 | Validation | 1.6968 | 0.5974 | 0.5812 | 0.5974 | 0.5846 | 0.4304 | 0.4273 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 24/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.14batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Train | 0.2728 | 0.8977 | 0.8973 | 0.8977 | 0.8974 | 0.8502 | 0.8502 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 24/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 24 | Validation | 1.5343 | 0.6039 | 0.5733 | 0.6039 | 0.5811 | 0.4303 | 0.4259 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 25/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.03batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Train | 0.3211 | 0.8912 | 0.8910 | 0.8912 | 0.8908 | 0.8406 | 0.8404 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 25/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.46batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 25 | Validation | 1.6411 | 0.6039 | 0.5896 | 0.6039 | 0.5816 | 0.4321 | 0.4240 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 26/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Train | 0.2453 | 0.9107 | 0.9106 | 0.9107 | 0.9092 | 0.8689 | 0.8681 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 26/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.44batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 26 | Validation | 1.8099 | 0.6299 | 0.6256 | 0.6299 | 0.6114 | 0.4706 | 0.4608 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 27/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Train | 0.2919 | 0.8945 | 0.8953 | 0.8945 | 0.8939 | 0.8454 | 0.8446 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 27/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 27 | Validation | 2.3635 | 0.5844 | 0.5861 | 0.5844 | 0.5662 | 0.4079 | 0.4028 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 28/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Train | 0.2240 | 0.9123 | 0.9121 | 0.9123 | 0.9116 | 0.8715 | 0.8711 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 28/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.97batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 28 | Validation | 1.6604 | 0.6494 | 0.6377 | 0.6494 | 0.6390 | 0.5014 | 0.4994 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 29/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.94batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Train | 0.1871 | 0.9464 | 0.9472 | 0.9464 | 0.9462 | 0.9216 | 0.9212 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 29/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.39batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 29 | Validation | 2.0422 | 0.6104 | 0.5875 | 0.6104 | 0.5881 | 0.4396 | 0.4342 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 30/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Train | 0.1115 | 0.9627 | 0.9634 | 0.9627 | 0.9629 | 0.9456 | 0.9455 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 30/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.51batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 30 | Validation | 3.0367 | 0.6039 | 0.5778 | 0.6039 | 0.5684 | 0.4278 | 0.4161 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 31/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.22batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Train | 0.1229 | 0.9529 | 0.9537 | 0.9529 | 0.9531 | 0.9314 | 0.9312 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 31/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 31 | Validation | 2.4980 | 0.6104 | 0.5745 | 0.6104 | 0.5737 | 0.4367 | 0.4271 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 32/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.25batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Train | 0.1308 | 0.9562 | 0.9562 | 0.9562 | 0.9560 | 0.9360 | 0.9359 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 32/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 32 | Validation | 3.0274 | 0.6429 | 0.6479 | 0.6429 | 0.6239 | 0.4910 | 0.4818 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 33/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.75batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Train | 0.1421 | 0.9448 | 0.9457 | 0.9448 | 0.9445 | 0.9192 | 0.9188 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 33/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 32.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 33 | Validation | 2.7826 | 0.4935 | 0.4839 | 0.4935 | 0.4711 | 0.2954 | 0.2868 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 34/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.00batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Train | 0.1844 | 0.9383 | 0.9382 | 0.9383 | 0.9382 | 0.9097 | 0.9097 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 34/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 34 | Validation | 2.4440 | 0.5649 | 0.5475 | 0.5649 | 0.5494 | 0.3780 | 0.3752 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 35/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.30batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Train | 0.0770 | 0.9675 | 0.9684 | 0.9675 | 0.9675 | 0.9528 | 0.9524 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 35/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.30batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 35 | Validation | 2.5706 | 0.6299 | 0.6089 | 0.6299 | 0.6064 | 0.4701 | 0.4618 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 36/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.28batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Train | 0.0485 | 0.9838 | 0.9840 | 0.9838 | 0.9838 | 0.9763 | 0.9763 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 36/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.69batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 36 | Validation | 3.4617 | 0.6364 | 0.6148 | 0.6364 | 0.6211 | 0.4804 | 0.4780 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 37/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.89batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Train | 0.0526 | 0.9805 | 0.9808 | 0.9805 | 0.9806 | 0.9716 | 0.9716 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 37/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 34.49batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 37 | Validation | 3.5906 | 0.5974 | 0.5925 | 0.5974 | 0.5827 | 0.4312 | 0.4239 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 38/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Train | 0.2038 | 0.9432 | 0.9438 | 0.9432 | 0.9433 | 0.9170 | 0.9169 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 38/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.20batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 38 | Validation | 3.4208 | 0.5909 | 0.5568 | 0.5909 | 0.5614 | 0.4134 | 0.4050 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 39/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.24batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Train | 0.2332 | 0.9253 | 0.9259 | 0.9253 | 0.9254 | 0.8914 | 0.8911 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 39/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 31.89batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 39 | Validation | 2.0605 | 0.6169 | 0.6027 | 0.6169 | 0.5899 | 0.4492 | 0.4416 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 40/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.11batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Train | 0.1269 | 0.9529 | 0.9529 | 0.9529 | 0.9525 | 0.9310 | 0.9308 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 40/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.79batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 40 | Validation | 2.2367 | 0.5584 | 0.5450 | 0.5584 | 0.5450 | 0.3695 | 0.3668 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 41/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Train | 0.0981 | 0.9675 | 0.9677 | 0.9675 | 0.9675 | 0.9526 | 0.9526 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 41/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 29.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 41 | Validation | 2.8277 | 0.6039 | 0.5810 | 0.6039 | 0.5743 | 0.4302 | 0.4211 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 42/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.08batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Train | 0.0514 | 0.9854 | 0.9855 | 0.9854 | 0.9854 | 0.9787 | 0.9787 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 42/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 42 | Validation | 2.9098 | 0.6104 | 0.5890 | 0.6104 | 0.5881 | 0.4412 | 0.4350 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 43/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.19batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Train | 0.0305 | 0.9870 | 0.9871 | 0.9870 | 0.9870 | 0.9810 | 0.9810 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 43/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.41batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 43 | Validation | 3.1775 | 0.6234 | 0.5864 | 0.6234 | 0.5937 | 0.4577 | 0.4510 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 44/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.17batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Train | 0.0357 | 0.9805 | 0.9807 | 0.9805 | 0.9805 | 0.9716 | 0.9716 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 44/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.42batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 44 | Validation | 4.4610 | 0.6234 | 0.6223 | 0.6234 | 0.5958 | 0.4650 | 0.4575 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 45/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.05batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Train | 0.2961 | 0.9416 | 0.9430 | 0.9416 | 0.9419 | 0.9154 | 0.9151 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 45/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.40batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 45 | Validation | 3.0600 | 0.6234 | 0.5893 | 0.6234 | 0.5864 | 0.4582 | 0.4453 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 46/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.09batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Train | 0.2928 | 0.9156 | 0.9157 | 0.9156 | 0.9147 | 0.8762 | 0.8756 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 46/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.65batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 46 | Validation | 2.1016 | 0.5455 | 0.5340 | 0.5455 | 0.5334 | 0.3471 | 0.3443 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 47/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 3.69batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Train | 0.1962 | 0.9367 | 0.9366 | 0.9367 | 0.9366 | 0.9076 | 0.9075 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 47/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 36.48batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 47 | Validation | 2.4416 | 0.6104 | 0.5786 | 0.6104 | 0.5870 | 0.4411 | 0.4359 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 48/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.42batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Train | 0.1137 | 0.9562 | 0.9565 | 0.9562 | 0.9560 | 0.9359 | 0.9357 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 48/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.34batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 48 | Validation | 2.9103 | 0.6299 | 0.6175 | 0.6299 | 0.6149 | 0.4706 | 0.4663 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 49/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.06batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Train | 0.0982 | 0.9675 | 0.9677 | 0.9675 | 0.9675 | 0.9526 | 0.9526 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 49/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 35.47batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 49 | Validation | 2.9994 | 0.6299 | 0.6182 | 0.6299 | 0.6102 | 0.4691 | 0.4633 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+
Epoch 50/50: 100%|██████████████████████████████████████████████████████████████████| 10/10 [00:02<00:00, 4.12batch/s]
+-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Train | 0.0691 | 0.9821 | 0.9824 | 0.9821 | 0.9822 | 0.9740 | 0.9739 | +-------+-------+--------+----------+-----------+--------+----------+--------+---------------+
Validation 50/50: 100%|█████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 37.55batch/s]
+-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | Epoch | Stage | Loss | Accuracy | Precision | Recall | F1-Score | MCC | Cohen's Kappa | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ | 50 | Validation | 2.9576 | 0.6558 | 0.6299 | 0.6558 | 0.6358 | 0.5082 | 0.5037 | +-------+------------+--------+----------+-----------+--------+----------+--------+---------------+ Best Validation Loss : 0.9546209931373596 Generation 4: Best individual - (0.2, 2048, 1024), Best fitness - 0.8983231663703919 Best individual - (0.7, 1024, 1024), Best fitness - 0.8612949788570404
In [38]:
dill.dump_session('session.db')
In [ ]:
dill.load_session('session.db')